{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_formats = ['svg']\n",
    "\n",
    "import random\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# GroupBy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "size\n",
       "M       97\n",
       "XL      90\n",
       "XL      32\n",
       "M       77\n",
       "XL      39\n",
       "Name: number, dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random.seed(233)\n",
    "\n",
    "number = [random.randint(10, 100) for _ in range(10)]\n",
    "size = [random.choices([\"M\", \"L\", \"XL\"], k=10)]\n",
    "\n",
    "s = pd.Series(number, index=size, name=\"number\").rename_axis(\"size\")\n",
    "s.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "size\n",
       "L      23\n",
       "M     230\n",
       "XL    312\n",
       "Name: number, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.groupby(level=0).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>size</th>\n",
       "      <th>number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>XL</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>XL</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>XL</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  size  number\n",
       "0    M      97\n",
       "1   XL      90\n",
       "2   XL      32\n",
       "3    M      77\n",
       "4   XL      39"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = s.to_frame().reset_index()\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "size\n",
       "L      23\n",
       "M     230\n",
       "XL    312\n",
       "Name: number, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"size\")[\"number\"].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### GroupBy 的一些使用场景"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/ipykernel_9426/460248279.py:2: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  iris.columns = iris.columns.str.replace(\".\", \"_\")\n"
     ]
    }
   ],
   "source": [
    "iris = pd.read_csv(\"../../data/iris.csv\")\n",
    "iris.columns = iris.columns.str.replace(\".\", \"_\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 5 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   sepal_length  150 non-null    float64\n",
      " 1   sepal_width   150 non-null    float64\n",
      " 2   petal_length  150 non-null    float64\n",
      " 3   petal_width   150 non-null    float64\n",
      " 4   variety       150 non-null    object \n",
      "dtypes: float64(4), object(1)\n",
      "memory usage: 6.0+ KB\n"
     ]
    }
   ],
   "source": [
    "iris.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>variety</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width variety\n",
       "0           5.1          3.5           1.4          0.2  Setosa\n",
       "1           4.9          3.0           1.4          0.2  Setosa\n",
       "2           4.7          3.2           1.3          0.2  Setosa\n",
       "3           4.6          3.1           1.5          0.2  Setosa\n",
       "4           5.0          3.6           1.4          0.2  Setosa"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 自定义函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variety</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>32.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>15.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       variety  weight\n",
       "0       Setosa    32.5\n",
       "1       Setosa     7.0\n",
       "2       Setosa    15.5\n",
       "3       Setosa     8.5\n",
       "4       Setosa    36.0\n",
       "..         ...     ...\n",
       "145  Virginica    26.0\n",
       "146  Virginica     4.0\n",
       "147  Virginica    23.0\n",
       "148  Virginica    43.0\n",
       "149  Virginica    18.0\n",
       "\n",
       "[150 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def rank_by_sepal(group):\n",
    "    df = group.copy()\n",
    "    df[\"weight\"] = 0.8*df[\"sepal_width\"] + 0.2*df[\"sepal_length\"]\n",
    "    return df[\"weight\"].rank()\n",
    "\n",
    "\n",
    "iris.groupby(\"variety\").apply(rank_by_sepal).reset_index(level=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variety</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>32.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>15.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Virginica</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       variety  weight\n",
       "0       Setosa    32.5\n",
       "1       Setosa     7.0\n",
       "2       Setosa    15.5\n",
       "3       Setosa     8.5\n",
       "4       Setosa    36.0\n",
       "..         ...     ...\n",
       "145  Virginica    26.0\n",
       "146  Virginica     4.0\n",
       "147  Virginica    23.0\n",
       "148  Virginica    43.0\n",
       "149  Virginica    18.0\n",
       "\n",
       "[150 rows x 2 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.groupby(\"variety\").apply(lambda grp: rank_by_sepal(grp)).reset_index(level=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 分组排序求前 TOP N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>variety</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variety</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Setosa</th>\n",
       "      <th>14</th>\n",
       "      <td>5.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Versicolor</th>\n",
       "      <th>50</th>\n",
       "      <td>7.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Virginica</th>\n",
       "      <th>131</th>\n",
       "      <td>7.9</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>7.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                sepal_length  sepal_width  petal_length  petal_width  \\\n",
       "variety                                                                \n",
       "Setosa     14            5.8          4.0           1.2          0.2   \n",
       "           15            5.7          4.4           1.5          0.4   \n",
       "Versicolor 50            7.0          3.2           4.7          1.4   \n",
       "           52            6.9          3.1           4.9          1.5   \n",
       "Virginica  131           7.9          3.8           6.4          2.0   \n",
       "           117           7.7          3.8           6.7          2.2   \n",
       "\n",
       "                   variety  \n",
       "variety                     \n",
       "Setosa     14       Setosa  \n",
       "           15       Setosa  \n",
       "Versicolor 50   Versicolor  \n",
       "           52   Versicolor  \n",
       "Virginica  131   Virginica  \n",
       "           117   Virginica  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.groupby(\"variety\").apply(\n",
    "    lambda grp: grp.sort_values([\"sepal_length\", \"sepal_width\"], ascending=False)\n",
    "        .head(2),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>variety</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>7.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>6.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>6.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>5.8</td>\n",
       "      <td>2.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width     variety\n",
       "0             5.1          3.5           1.4          0.2      Setosa\n",
       "1             4.9          3.0           1.4          0.2      Setosa\n",
       "50            7.0          3.2           4.7          1.4  Versicolor\n",
       "51            6.4          3.2           4.5          1.5  Versicolor\n",
       "100           6.3          3.3           6.0          2.5   Virginica\n",
       "101           5.8          2.7           5.1          1.9   Virginica"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.groupby(\"variety\").head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>variety</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>5.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width     variety\n",
       "49            5.0          3.3           1.4          0.2      Setosa\n",
       "99            5.7          2.8           4.1          1.3  Versicolor\n",
       "149           5.9          3.0           5.1          1.8   Virginica"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.groupby(\"variety\").tail(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 分组聚合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variety</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Setosa</th>\n",
       "      <td>0.266674</td>\n",
       "      <td>0.189941</td>\n",
       "      <td>-0.357011</td>\n",
       "      <td>-0.436492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Setosa</th>\n",
       "      <td>-0.300718</td>\n",
       "      <td>-1.129096</td>\n",
       "      <td>-0.357011</td>\n",
       "      <td>-0.436492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Setosa</th>\n",
       "      <td>-0.868111</td>\n",
       "      <td>-0.601481</td>\n",
       "      <td>-0.932836</td>\n",
       "      <td>-0.436492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Setosa</th>\n",
       "      <td>-1.151807</td>\n",
       "      <td>-0.865288</td>\n",
       "      <td>0.218813</td>\n",
       "      <td>-0.436492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Setosa</th>\n",
       "      <td>-0.017022</td>\n",
       "      <td>0.453749</td>\n",
       "      <td>-0.357011</td>\n",
       "      <td>-0.436492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginica</th>\n",
       "      <td>0.176134</td>\n",
       "      <td>0.080621</td>\n",
       "      <td>-0.637803</td>\n",
       "      <td>0.997633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginica</th>\n",
       "      <td>-0.452916</td>\n",
       "      <td>-1.469783</td>\n",
       "      <td>-1.000191</td>\n",
       "      <td>-0.458766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginica</th>\n",
       "      <td>-0.138391</td>\n",
       "      <td>0.080621</td>\n",
       "      <td>-0.637803</td>\n",
       "      <td>-0.094666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginica</th>\n",
       "      <td>-0.610178</td>\n",
       "      <td>1.320944</td>\n",
       "      <td>-0.275415</td>\n",
       "      <td>0.997633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginica</th>\n",
       "      <td>-1.081966</td>\n",
       "      <td>0.080621</td>\n",
       "      <td>-0.818997</td>\n",
       "      <td>-0.822865</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           sepal_length  sepal_width  petal_length  petal_width\n",
       "variety                                                        \n",
       "Setosa         0.266674     0.189941     -0.357011    -0.436492\n",
       "Setosa        -0.300718    -1.129096     -0.357011    -0.436492\n",
       "Setosa        -0.868111    -0.601481     -0.932836    -0.436492\n",
       "Setosa        -1.151807    -0.865288      0.218813    -0.436492\n",
       "Setosa        -0.017022     0.453749     -0.357011    -0.436492\n",
       "...                 ...          ...           ...          ...\n",
       "Virginica      0.176134     0.080621     -0.637803     0.997633\n",
       "Virginica     -0.452916    -1.469783     -1.000191    -0.458766\n",
       "Virginica     -0.138391     0.080621     -0.637803    -0.094666\n",
       "Virginica     -0.610178     1.320944     -0.275415     0.997633\n",
       "Virginica     -1.081966     0.080621     -0.818997    -0.822865\n",
       "\n",
       "[150 rows x 4 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normalize = lambda x: (x - x.mean()) / x.std()\n",
    "\n",
    "iris.set_index(\"variety\").groupby(level=0).transform(normalize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>min</th>\n",
       "      <th>std</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variety</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Setosa</th>\n",
       "      <td>50</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.352490</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Versicolor</th>\n",
       "      <td>50</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.516171</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginica</th>\n",
       "      <td>50</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.635880</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            count  min       std  max\n",
       "variety                              \n",
       "Setosa         50  4.3  0.352490  5.8\n",
       "Versicolor     50  4.9  0.516171  7.0\n",
       "Virginica      50  4.9  0.635880  7.9"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.groupby(\"variety\").agg(\n",
    "    count = (\"variety\", \"count\"),\n",
    "    min = (\"sepal_length\", min),\n",
    "    std = (\"sepal_length\", \"std\"),\n",
    "    max = (\"sepal_length\", max),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>min</th>\n",
       "      <th>std</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Setosa</th>\n",
       "      <td>50</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.352490</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Versicolor</th>\n",
       "      <td>50</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.516171</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginica</th>\n",
       "      <td>50</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.635880</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            count  min       std  max\n",
       "Setosa         50  4.3  0.352490  5.8\n",
       "Versicolor     50  4.9  0.516171  7.0\n",
       "Virginica      50  4.9  0.635880  7.9"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# equal to:\n",
    "\n",
    "data = []\n",
    "groups = iris[\"variety\"].unique()\n",
    "for group in groups:\n",
    "    df = iris[iris[\"variety\"] == group]\n",
    "    stats = pd.DataFrame(\n",
    "        dict(\n",
    "            count = df.shape[0],\n",
    "            min = df[\"sepal_length\"].min(),\n",
    "            std = df[\"sepal_length\"].std(),\n",
    "            max = df[\"sepal_length\"].max(),\n",
    "        ),\n",
    "        index=[group],\n",
    "    )\n",
    "    data.append(stats)\n",
    "\n",
    "pd.concat(data)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 分组绘制可视化图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "variety\n",
       "Setosa        AxesSubplot(0.125,0.125;0.775x0.755)\n",
       "Versicolor    AxesSubplot(0.125,0.125;0.775x0.755)\n",
       "Virginica     AxesSubplot(0.125,0.125;0.775x0.755)\n",
       "dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"934.240625pt\" height=\"139.798125pt\" viewBox=\"0 0 934.240625 139.798125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2022-06-23T10:18:10.454851</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.5.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 139.798125 \nL 934.240625 139.798125 \nL 934.240625 0 \nL 0 0 \nL 0 139.798125 \nz\n\" style=\"fill: none\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 34.240625 115.92 \nL 927.040625 115.92 \nL 927.040625 7.2 \nL 34.240625 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path id=\"m84a018c699\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m84a018c699\" x=\"92.993407\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(89.812157 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use xlink:href=\"#m84a018c699\" x=\"214.133162\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <g transform=\"translate(210.951912 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use xlink:href=\"#m84a018c699\" x=\"335.272918\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 2 -->\n      <g transform=\"translate(332.091668 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#m84a018c699\" x=\"456.412674\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 3 -->\n      <g transform=\"translate(453.231424 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-33\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use xlink:href=\"#m84a018c699\" x=\"577.55243\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 4 -->\n      <g transform=\"translate(574.37118 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#m84a018c699\" x=\"698.692185\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 5 -->\n      <g transform=\"translate(695.510935 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use xlink:href=\"#m84a018c699\" x=\"819.831941\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 6 -->\n      <g transform=\"translate(816.650691 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path id=\"m2014855a63\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m2014855a63\" x=\"34.240625\" y=\"110.978182\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0 -->\n      <g transform=\"translate(20.878125 114.777401)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use xlink:href=\"#m2014855a63\" x=\"34.240625\" y=\"71.701931\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 2 -->\n      <g transform=\"translate(20.878125 75.501149)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use xlink:href=\"#m2014855a63\" x=\"34.240625\" y=\"32.425679\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 4 -->\n      <g transform=\"translate(20.878125 36.224898)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-34\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_11\">\n     <!-- Density -->\n     <g transform=\"translate(14.798438 80.568594)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \nL 1259 519 \nL 2022 519 \nQ 2988 519 3436 956 \nQ 3884 1394 3884 2338 \nQ 3884 3275 3436 3711 \nQ 2988 4147 2022 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 1925 4666 \nQ 3281 4666 3915 4102 \nQ 4550 3538 4550 2338 \nQ 4550 1131 3912 565 \nQ 3275 0 1925 0 \nL 628 0 \nL 628 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-44\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"77.001953\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"138.525391\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"201.904297\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"254.003906\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"281.787109\"/>\n      <use xlink:href=\"#DejaVuSans-79\" x=\"320.996094\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_11\">\n    <path d=\"M 523.03954 110.97816 \nL 568.876204 110.867161 \nL 578.698346 110.617256 \nL 585.974007 110.226035 \nL 592.522102 109.656968 \nL 598.706414 108.903856 \nL 605.618292 107.830881 \nL 615.076651 106.104525 \nL 632.902021 102.82652 \nL 654.001438 99.067907 \nL 661.277099 97.497967 \nL 668.188977 95.783649 \nL 677.283553 93.271811 \nL 685.650563 91.025201 \nL 690.379743 89.996371 \nL 694.017573 89.418273 \nL 697.291621 89.101386 \nL 700.565668 89.004951 \nL 703.839716 89.143267 \nL 707.113763 89.515819 \nL 710.38781 90.10634 \nL 714.025641 90.980044 \nL 718.754821 92.362355 \nL 735.852624 97.612284 \nL 741.673153 99.029956 \nL 749.312597 100.639227 \nL 762.77257 103.211571 \nL 772.230929 104.827021 \nL 780.597939 106.025498 \nL 792.238997 107.436951 \nL 809.3368 109.305537 \nL 818.067593 110.043611 \nL 826.07082 110.503025 \nL 835.165397 110.793505 \nL 847.53402 110.940817 \nL 875.545315 110.97793 \nL 886.458807 110.978161 \nL 886.458807 110.978161 \n\" clip-path=\"url(#pe8dc88e51d)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_12\">\n    <path d=\"M 244.418101 110.978182 \nL 328.451986 110.868859 \nL 344.24017 110.591704 \nL 370.21428 110.073239 \nL 381.418798 110.147449 \nL 400.772056 110.342596 \nL 407.392908 110.15472 \nL 412.995167 109.774468 \nL 418.088129 109.199179 \nL 422.671796 108.463334 \nL 427.255462 107.506512 \nL 431.839129 106.33342 \nL 436.932092 104.810077 \nL 444.062239 102.424592 \nL 454.757461 98.845514 \nL 460.35972 97.219332 \nL 465.452683 95.960993 \nL 471.054942 94.809353 \nL 477.675793 93.687338 \nL 486.33383 92.451611 \nL 494.48257 91.498485 \nL 500.084829 91.060593 \nL 504.668495 90.913778 \nL 508.742866 90.983263 \nL 512.817236 91.257725 \nL 517.400902 91.805762 \nL 522.493865 92.669917 \nL 528.60542 93.954101 \nL 565.784048 102.221977 \nL 576.47927 104.299344 \nL 584.62801 105.649232 \nL 592.267454 106.68198 \nL 600.416194 107.547686 \nL 610.092823 108.332389 \nL 623.334526 109.158084 \nL 642.687785 110.136076 \nL 656.438784 110.6246 \nL 669.680487 110.86865 \nL 688.524449 110.967235 \nL 753.205075 110.978182 \nL 753.205075 110.978182 \n\" clip-path=\"url(#pe8dc88e51d)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path d=\"M 159.620272 110.978182 \nL 190.832858 110.870856 \nL 196.289604 110.609133 \nL 200.655 110.17951 \nL 205.238667 109.498791 \nL 225.101221 106.023397 \nL 227.720459 105.281406 \nL 230.121427 104.368354 \nL 232.304126 103.289029 \nL 234.268554 102.076529 \nL 236.232983 100.608153 \nL 238.197411 98.866661 \nL 240.380109 96.605438 \nL 242.562808 94.013999 \nL 244.963776 90.824454 \nL 248.019553 86.369598 \nL 257.405156 72.349662 \nL 259.587854 69.659245 \nL 261.334013 67.827665 \nL 262.861902 66.500129 \nL 264.389791 65.456274 \nL 265.69941 64.801861 \nL 267.009029 64.377908 \nL 268.318648 64.188906 \nL 269.628267 64.235906 \nL 270.937886 64.516539 \nL 272.247505 65.024942 \nL 273.557124 65.751614 \nL 275.085012 66.85735 \nL 276.831171 68.426885 \nL 278.7956 70.520586 \nL 281.196568 73.430594 \nL 284.907155 78.330732 \nL 290.80044 86.089773 \nL 294.729297 90.870277 \nL 298.439884 95.046916 \nL 301.713932 98.411223 \nL 304.33317 100.797359 \nL 306.515868 102.504087 \nL 308.480296 103.775132 \nL 310.444725 104.771379 \nL 312.409153 105.493246 \nL 314.373582 105.96777 \nL 316.55628 106.268439 \nL 320.048597 106.487865 \nL 324.195724 106.796743 \nL 327.251502 107.267912 \nL 330.743819 108.052556 \nL 338.383263 109.848251 \nL 341.87558 110.383132 \nL 345.586168 110.717442 \nL 350.388104 110.906285 \nL 358.900627 110.974209 \nL 377.671833 110.978181 \nL 377.671833 110.978181 \n\" clip-path=\"url(#pe8dc88e51d)\" style=\"fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path d=\"M 74.822443 110.978159 \nL 86.584762 110.872104 \nL 88.888721 110.634557 \nL 90.586375 110.23804 \nL 91.920247 109.70235 \nL 93.132857 108.975456 \nL 94.224206 108.077544 \nL 95.315555 106.912866 \nL 96.528165 105.279801 \nL 97.862036 103.065823 \nL 99.317169 100.181844 \nL 100.893562 96.561711 \nL 102.591216 92.081726 \nL 104.046348 87.597457 \nL 105.258958 83.167713 \nL 106.471569 77.84156 \nL 107.684179 71.378077 \nL 108.896789 63.6445 \nL 110.351921 52.81847 \nL 114.353535 21.923263 \nL 115.202362 17.302789 \nL 115.929928 14.422238 \nL 116.536233 12.885226 \nL 117.021277 12.255952 \nL 117.38506 12.141818 \nL 117.748843 12.334363 \nL 118.112626 12.829279 \nL 118.59767 13.944866 \nL 119.203975 16.028402 \nL 119.931541 19.430495 \nL 120.90163 25.199914 \nL 122.356762 35.485942 \nL 125.024504 54.571917 \nL 126.358375 62.460713 \nL 127.570985 68.286498 \nL 128.662335 72.477156 \nL 129.753684 75.799773 \nL 130.845033 78.398569 \nL 131.936382 80.396922 \nL 132.90647 81.741353 \nL 133.876558 82.725304 \nL 134.846646 83.387717 \nL 135.816735 83.776582 \nL 136.908084 83.972026 \nL 139.939609 84.33283 \nL 140.788436 84.717932 \nL 141.637263 85.340219 \nL 142.486091 86.228379 \nL 143.456179 87.571095 \nL 144.668789 89.681256 \nL 146.366443 93.157438 \nL 149.155446 98.878538 \nL 150.610579 101.326954 \nL 151.823189 102.966095 \nL 153.035799 104.246412 \nL 154.248409 105.210049 \nL 155.58228 105.970514 \nL 157.037413 106.522298 \nL 158.613806 106.875819 \nL 160.553982 107.070888 \nL 166.495772 107.476834 \nL 168.557209 107.978755 \nL 171.467474 108.960464 \nL 174.741521 109.999557 \nL 177.04548 110.488881 \nL 179.591962 110.788131 \nL 182.98727 110.938078 \nL 190.505453 110.977797 \nL 195.962199 110.978177 \nL 195.962199 110.978177 \n\" clip-path=\"url(#pe8dc88e51d)\" style=\"fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 34.240625 115.92 \nL 34.240625 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 927.040625 115.92 \nL 927.040625 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 34.240625 115.92 \nL 927.040625 115.92 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 34.240625 7.2 \nL 927.040625 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 824.548437 75.025 \nL 920.040625 75.025 \nQ 922.040625 75.025 922.040625 73.025 \nL 922.040625 14.2 \nQ 922.040625 12.2 920.040625 12.2 \nL 824.548437 12.2 \nQ 822.548437 12.2 822.548437 14.2 \nL 822.548437 73.025 \nQ 822.548437 75.025 824.548437 75.025 \nz\n\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n    </g>\n    <g id=\"line2d_15\">\n     <path d=\"M 826.548437 20.298437 \nL 836.548437 20.298437 \nL 846.548437 20.298437 \n\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_12\">\n     <!-- sepal_length -->\n     <g transform=\"translate(854.548437 23.798437)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-5f\" d=\"M 3263 -1063 \nL 3263 -1509 \nL -63 -1509 \nL -63 -1063 \nL 3263 -1063 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"316.162109\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"343.945312\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"405.46875\"/>\n      <use xlink:href=\"#DejaVuSans-67\" x=\"468.847656\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"532.324219\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"571.533203\"/>\n     </g>\n    </g>\n    <g id=\"line2d_16\">\n     <path d=\"M 826.548437 35.254687 \nL 836.548437 35.254687 \nL 846.548437 35.254687 \n\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_13\">\n     <!-- sepal_width -->\n     <g transform=\"translate(854.548437 38.754687)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-77\" d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n      <use xlink:href=\"#DejaVuSans-77\" x=\"316.162109\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"397.949219\"/>\n      <use xlink:href=\"#DejaVuSans-64\" x=\"425.732422\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"489.208984\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"528.417969\"/>\n     </g>\n    </g>\n    <g id=\"line2d_17\">\n     <path d=\"M 826.548437 50.210937 \nL 836.548437 50.210937 \nL 846.548437 50.210937 \n\" style=\"fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_14\">\n     <!-- petal_length -->\n     <g transform=\"translate(854.548437 53.710937)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"303.271484\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"331.054688\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"392.578125\"/>\n      <use xlink:href=\"#DejaVuSans-67\" x=\"455.957031\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"519.433594\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"558.642578\"/>\n     </g>\n    </g>\n    <g id=\"line2d_18\">\n     <path d=\"M 826.548437 65.167187 \nL 836.548437 65.167187 \nL 846.548437 65.167187 \n\" style=\"fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_15\">\n     <!-- petal_width -->\n     <g transform=\"translate(854.548437 68.667187)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n      <use xlink:href=\"#DejaVuSans-77\" x=\"303.271484\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"385.058594\"/>\n      <use xlink:href=\"#DejaVuSans-64\" x=\"412.841797\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"476.318359\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"515.527344\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pe8dc88e51d\">\n   <rect x=\"34.240625\" y=\"7.2\" width=\"892.8\" height=\"108.72\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"943.78125pt\" height=\"139.798125pt\" viewBox=\"0 0 943.78125 139.798125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2022-06-23T10:18:10.536604</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.5.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 139.798125 \nL 943.78125 139.798125 \nL 943.78125 0 \nL 0 0 \nL 0 139.798125 \nz\n\" style=\"fill: none\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.78125 115.92 \nL 936.58125 115.92 \nL 936.58125 7.2 \nL 43.78125 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path id=\"m5d60f17802\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m5d60f17802\" x=\"127.94086\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 1 -->\n      <g transform=\"translate(124.75961 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use xlink:href=\"#m5d60f17802\" x=\"236.885338\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 2 -->\n      <g transform=\"translate(233.704088 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use xlink:href=\"#m5d60f17802\" x=\"345.829816\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 3 -->\n      <g transform=\"translate(342.648566 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-33\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#m5d60f17802\" x=\"454.774295\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 4 -->\n      <g transform=\"translate(451.593045 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use xlink:href=\"#m5d60f17802\" x=\"563.718773\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 5 -->\n      <g transform=\"translate(560.537523 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#m5d60f17802\" x=\"672.663251\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 6 -->\n      <g transform=\"translate(669.482001 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use xlink:href=\"#m5d60f17802\" x=\"781.60773\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 7 -->\n      <g transform=\"translate(778.42648 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-37\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use xlink:href=\"#m5d60f17802\" x=\"890.552208\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 8 -->\n      <g transform=\"translate(887.370958 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-38\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_9\">\n      <defs>\n       <path id=\"m76f9ba8def\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m76f9ba8def\" x=\"43.78125\" y=\"110.978195\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.0 -->\n      <g transform=\"translate(20.878125 114.777413)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_10\">\n      <g>\n       <use xlink:href=\"#m76f9ba8def\" x=\"43.78125\" y=\"84.499475\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.5 -->\n      <g transform=\"translate(20.878125 88.298694)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_11\">\n      <g>\n       <use xlink:href=\"#m76f9ba8def\" x=\"43.78125\" y=\"58.020756\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 1.0 -->\n      <g transform=\"translate(20.878125 61.819975)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_12\">\n      <g>\n       <use xlink:href=\"#m76f9ba8def\" x=\"43.78125\" y=\"31.542037\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1.5 -->\n      <g transform=\"translate(20.878125 35.341256)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Density -->\n     <g transform=\"translate(14.798438 80.568594)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \nL 1259 519 \nL 2022 519 \nQ 2988 519 3436 956 \nQ 3884 1394 3884 2338 \nQ 3884 3275 3436 3711 \nQ 2988 4147 2022 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 1925 4666 \nQ 3281 4666 3915 4102 \nQ 4550 3538 4550 2338 \nQ 4550 1131 3912 565 \nQ 3275 0 1925 0 \nL 628 0 \nL 628 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-44\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"77.001953\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"138.525391\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"201.904297\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"254.003906\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"281.787109\"/>\n      <use xlink:href=\"#DejaVuSans-79\" x=\"320.996094\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_13\">\n    <path d=\"M 438.432623 110.978078 \nL 486.52523 110.867928 \nL 498.433876 110.615823 \nL 507.136348 110.214348 \nL 514.464745 109.656539 \nL 521.335118 108.90719 \nL 528.20549 107.925368 \nL 535.533888 106.649449 \nL 546.068459 104.558802 \nL 577.214147 98.079443 \nL 582.252421 96.687313 \nL 586.832669 95.189291 \nL 591.412917 93.437056 \nL 595.993166 91.4269 \nL 601.031439 88.954139 \nL 607.901811 85.301531 \nL 616.604283 80.70766 \nL 621.184531 78.549577 \nL 624.84873 77.044159 \nL 628.512929 75.777426 \nL 631.719103 74.884204 \nL 634.925277 74.199194 \nL 638.13145 73.720495 \nL 641.795649 73.413354 \nL 645.459848 73.338542 \nL 649.582071 73.492612 \nL 654.16232 73.90119 \nL 659.658618 74.631815 \nL 666.52899 75.78257 \nL 675.689487 77.560377 \nL 685.308008 79.650575 \nL 695.842579 82.173524 \nL 716.453697 87.184116 \nL 725.614194 89.121744 \nL 753.095684 94.719708 \nL 760.882106 96.700183 \nL 770.042603 99.282172 \nL 786.989521 104.1137 \nL 793.859894 105.818396 \nL 800.272242 107.180182 \nL 806.226564 108.223615 \nL 812.180887 109.053454 \nL 818.593235 109.725936 \nL 825.921632 110.255429 \nL 834.166079 110.617963 \nL 844.70065 110.847736 \nL 861.189544 110.958431 \nL 895.999432 110.97809 \nL 895.999432 110.97809 \n\" clip-path=\"url(#p9104e0f539)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path d=\"M 160.624203 110.978175 \nL 196.65549 110.868342 \nL 204.594587 110.61286 \nL 210.701585 110.192978 \nL 215.892533 109.617409 \nL 220.778131 108.860074 \nL 225.663729 107.8767 \nL 230.243978 106.730663 \nL 234.518876 105.432212 \nL 238.488425 103.984672 \nL 242.152623 102.400923 \nL 245.511472 100.715231 \nL 249.175671 98.614316 \nL 253.145219 96.057701 \nL 258.030818 92.623617 \nL 268.718064 85.026019 \nL 272.992962 82.318706 \nL 276.962511 80.064245 \nL 281.237409 77.896301 \nL 287.039057 75.235987 \nL 294.367455 71.849958 \nL 298.337003 69.753885 \nL 301.695852 67.741788 \nL 305.054701 65.482425 \nL 308.718899 62.747961 \nL 313.604498 58.784325 \nL 320.627545 53.060968 \nL 323.681044 50.860068 \nL 326.123843 49.350172 \nL 328.261292 48.269085 \nL 330.093392 47.55495 \nL 331.925491 47.063193 \nL 333.75759 46.815577 \nL 335.28434 46.808757 \nL 336.811089 46.991827 \nL 338.337839 47.370036 \nL 339.864588 47.945775 \nL 341.696687 48.896268 \nL 343.528787 50.123043 \nL 345.360886 51.612626 \nL 347.498335 53.656298 \nL 349.941134 56.345396 \nL 352.689283 59.734568 \nL 356.353482 64.661245 \nL 367.956778 80.588427 \nL 371.315627 84.707837 \nL 374.674475 88.475831 \nL 377.727974 91.583863 \nL 380.781473 94.394183 \nL 383.834972 96.919959 \nL 386.888471 99.177978 \nL 390.24732 101.372934 \nL 393.606169 103.285178 \nL 396.965017 104.932202 \nL 400.323866 106.329193 \nL 403.682715 107.490871 \nL 407.346914 108.509087 \nL 411.011112 109.292448 \nL 414.980661 109.911995 \nL 419.560909 110.387547 \nL 425.057207 110.71341 \nL 432.385604 110.901397 \nL 445.51565 110.973156 \nL 465.668742 110.978174 \nL 465.668742 110.978174 \n\" clip-path=\"url(#p9104e0f539)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_15\">\n    <path d=\"M 231.438114 110.978182 \nL 289.149243 110.870535 \nL 301.973938 110.618663 \nL 312.050485 110.21041 \nL 321.669006 109.601947 \nL 331.745553 108.741051 \nL 342.738149 107.578649 \nL 353.730745 106.196076 \nL 364.723341 104.586973 \nL 382.128284 101.763814 \nL 401.823352 98.43359 \nL 408.2357 97.091373 \nL 413.273973 95.820009 \nL 417.854221 94.452451 \nL 422.43447 92.86315 \nL 427.472743 90.866463 \nL 433.427066 88.237305 \nL 450.373985 80.545367 \nL 455.412258 78.615731 \nL 459.992506 77.093852 \nL 465.030779 75.664078 \nL 470.985102 74.234936 \nL 479.229549 72.517037 \nL 491.138195 70.254439 \nL 497.092518 69.333589 \nL 501.672766 68.85867 \nL 505.336965 68.69482 \nL 508.543138 68.74776 \nL 511.749312 69.010075 \nL 514.955486 69.499443 \nL 518.16166 70.225127 \nL 521.367834 71.187403 \nL 524.574008 72.377714 \nL 528.238206 73.995703 \nL 531.902405 75.854325 \nL 536.482653 78.449106 \nL 541.978951 81.835333 \nL 560.299945 93.35803 \nL 565.796243 96.440866 \nL 570.834516 99.008642 \nL 575.414764 101.107732 \nL 579.995013 102.973343 \nL 584.575261 104.603164 \nL 589.155509 106.000569 \nL 593.735758 107.174179 \nL 598.774031 108.223031 \nL 603.812304 109.04199 \nL 609.308602 109.708044 \nL 615.262925 110.209896 \nL 622.591322 110.592132 \nL 631.751819 110.832411 \nL 645.950589 110.953429 \nL 687.172824 110.978174 \nL 689.004923 110.97818 \nL 689.004923 110.97818 \n\" clip-path=\"url(#p9104e0f539)\" style=\"fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_16\">\n    <path d=\"M 84.363068 110.976345 \nL 94.832207 110.862097 \nL 98.32192 110.61868 \nL 100.764719 110.24156 \nL 102.684062 109.737813 \nL 104.428918 109.049653 \nL 105.999289 108.183501 \nL 107.395174 107.171827 \nL 108.791059 105.893891 \nL 110.186945 104.31713 \nL 111.58283 102.417605 \nL 113.153201 99.881735 \nL 114.898057 96.582595 \nL 116.817399 92.441493 \nL 119.434684 86.214534 \nL 123.447854 76.646927 \nL 125.367196 72.662744 \nL 126.937567 69.894876 \nL 128.333452 67.860993 \nL 129.729337 66.236581 \nL 130.950737 65.130196 \nL 132.346622 64.173223 \nL 133.916993 63.385049 \nL 138.628106 61.270524 \nL 139.849505 60.385211 \nL 141.070905 59.224037 \nL 142.292304 57.737571 \nL 143.513704 55.893252 \nL 144.909589 53.33043 \nL 146.305474 50.293771 \nL 148.050331 45.902884 \nL 150.144159 39.977285 \nL 155.727699 23.792384 \nL 157.29807 20.029884 \nL 158.693956 17.236014 \nL 159.915355 15.276562 \nL 160.962269 13.978243 \nL 162.009183 13.034803 \nL 162.881611 12.513294 \nL 163.754039 12.220926 \nL 164.626468 12.142344 \nL 165.498896 12.258757 \nL 166.54581 12.625913 \nL 167.767209 13.31873 \nL 169.163095 14.38511 \nL 170.907951 16.014682 \nL 173.176265 18.464958 \nL 175.444578 21.224925 \nL 177.538406 24.127069 \nL 179.283262 26.922279 \nL 181.028119 30.167802 \nL 182.772975 33.94036 \nL 184.517832 38.269388 \nL 186.437174 43.636034 \nL 188.879973 51.182345 \nL 196.382856 74.91169 \nL 198.476684 80.511247 \nL 200.396026 84.990163 \nL 202.140883 88.497942 \nL 203.885739 91.488226 \nL 205.630596 94.006945 \nL 207.375452 96.117371 \nL 209.120309 97.891539 \nL 211.039651 99.541766 \nL 213.307964 101.20215 \nL 216.27422 103.07919 \nL 220.112905 105.228433 \nL 223.777103 107.035396 \nL 226.743359 108.267896 \nL 229.53513 109.193668 \nL 232.3269 109.880707 \nL 235.293156 110.372949 \nL 238.782869 110.708323 \nL 243.319496 110.8992 \nL 251.345836 110.972775 \nL 258.674234 110.97793 \nL 258.674234 110.97793 \n\" clip-path=\"url(#p9104e0f539)\" style=\"fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 43.78125 115.92 \nL 43.78125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 936.58125 115.92 \nL 936.58125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 43.78125 115.92 \nL 936.58125 115.92 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 43.78125 7.2 \nL 936.58125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 834.089062 75.025 \nL 929.58125 75.025 \nQ 931.58125 75.025 931.58125 73.025 \nL 931.58125 14.2 \nQ 931.58125 12.2 929.58125 12.2 \nL 834.089062 12.2 \nQ 832.089062 12.2 832.089062 14.2 \nL 832.089062 73.025 \nQ 832.089062 75.025 834.089062 75.025 \nz\n\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n    </g>\n    <g id=\"line2d_17\">\n     <path d=\"M 836.089062 20.298437 \nL 846.089062 20.298437 \nL 856.089062 20.298437 \n\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_14\">\n     <!-- sepal_length -->\n     <g transform=\"translate(864.089062 23.798437)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-5f\" d=\"M 3263 -1063 \nL 3263 -1509 \nL -63 -1509 \nL -63 -1063 \nL 3263 -1063 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"316.162109\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"343.945312\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"405.46875\"/>\n      <use xlink:href=\"#DejaVuSans-67\" x=\"468.847656\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"532.324219\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"571.533203\"/>\n     </g>\n    </g>\n    <g id=\"line2d_18\">\n     <path d=\"M 836.089062 35.254687 \nL 846.089062 35.254687 \nL 856.089062 35.254687 \n\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_15\">\n     <!-- sepal_width -->\n     <g transform=\"translate(864.089062 38.754687)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-77\" d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n      <use xlink:href=\"#DejaVuSans-77\" x=\"316.162109\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"397.949219\"/>\n      <use xlink:href=\"#DejaVuSans-64\" x=\"425.732422\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"489.208984\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"528.417969\"/>\n     </g>\n    </g>\n    <g id=\"line2d_19\">\n     <path d=\"M 836.089062 50.210937 \nL 846.089062 50.210937 \nL 856.089062 50.210937 \n\" style=\"fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_16\">\n     <!-- petal_length -->\n     <g transform=\"translate(864.089062 53.710937)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"303.271484\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"331.054688\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"392.578125\"/>\n      <use xlink:href=\"#DejaVuSans-67\" x=\"455.957031\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"519.433594\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"558.642578\"/>\n     </g>\n    </g>\n    <g id=\"line2d_20\">\n     <path d=\"M 836.089062 65.167187 \nL 846.089062 65.167187 \nL 856.089062 65.167187 \n\" style=\"fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_17\">\n     <!-- petal_width -->\n     <g transform=\"translate(864.089062 68.667187)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n      <use xlink:href=\"#DejaVuSans-77\" x=\"303.271484\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"385.058594\"/>\n      <use xlink:href=\"#DejaVuSans-64\" x=\"412.841797\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"476.318359\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"515.527344\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p9104e0f539\">\n   <rect x=\"43.78125\" y=\"7.2\" width=\"892.8\" height=\"108.72\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"943.78125pt\" height=\"139.798125pt\" viewBox=\"0 0 943.78125 139.798125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2022-06-23T10:18:10.613853</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.5.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 139.798125 \nL 943.78125 139.798125 \nL 943.78125 0 \nL 0 0 \nL 0 139.798125 \nz\n\" style=\"fill: none\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.78125 115.92 \nL 936.58125 115.92 \nL 936.58125 7.2 \nL 43.78125 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path id=\"mf720676afc\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#mf720676afc\" x=\"193.530532\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 2 -->\n      <g transform=\"translate(190.349282 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use xlink:href=\"#mf720676afc\" x=\"383.386992\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 4 -->\n      <g transform=\"translate(380.205742 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use xlink:href=\"#mf720676afc\" x=\"573.243451\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 6 -->\n      <g transform=\"translate(570.062201 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#mf720676afc\" x=\"763.09991\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 8 -->\n      <g transform=\"translate(759.91866 130.518437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-38\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_5\">\n      <defs>\n       <path id=\"m7b50e66cde\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m7b50e66cde\" x=\"43.78125\" y=\"110.978184\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.0 -->\n      <g transform=\"translate(20.878125 114.777402)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#m7b50e66cde\" x=\"43.78125\" y=\"71.397845\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.5 -->\n      <g transform=\"translate(20.878125 75.197064)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <g>\n       <use xlink:href=\"#m7b50e66cde\" x=\"43.78125\" y=\"31.817506\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 1.0 -->\n      <g transform=\"translate(20.878125 35.616725)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_8\">\n     <!-- Density -->\n     <g transform=\"translate(14.798438 80.568594)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \nL 1259 519 \nL 2022 519 \nQ 2988 519 3436 956 \nQ 3884 1394 3884 2338 \nQ 3884 3275 3436 3711 \nQ 2988 4147 2022 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 1925 4666 \nQ 3281 4666 3915 4102 \nQ 4550 3538 4550 2338 \nQ 4550 1131 3912 565 \nQ 3275 0 1925 0 \nL 628 0 \nL 628 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-44\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"77.001953\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"138.525391\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"201.904297\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"254.003906\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"281.787109\"/>\n      <use xlink:href=\"#DejaVuSans-79\" x=\"320.996094\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_8\">\n    <path d=\"M 326.430054 110.97818 \nL 401.118331 110.870862 \nL 416.512098 110.617258 \nL 429.625306 110.183557 \nL 449.01005 109.272446 \nL 463.263538 108.716221 \nL 492.340653 107.766069 \nL 498.042049 107.224957 \nL 503.173304 106.508921 \nL 507.73442 105.658442 \nL 512.295537 104.588583 \nL 516.856653 103.292685 \nL 521.417769 101.774695 \nL 526.549024 99.818718 \nL 531.68028 97.629457 \nL 537.381675 94.968145 \nL 544.22335 91.524963 \nL 552.205303 87.25144 \nL 561.897675 81.790703 \nL 584.133116 69.090192 \nL 589.264371 66.528312 \nL 593.255348 64.772017 \nL 596.676185 63.4744 \nL 600.097022 62.399646 \nL 603.517859 61.572088 \nL 606.938696 61.009548 \nL 609.789394 60.75083 \nL 612.640092 60.685008 \nL 615.490789 60.80976 \nL 618.911626 61.202226 \nL 622.332463 61.843332 \nL 625.753301 62.71038 \nL 629.744277 63.971172 \nL 634.305393 65.681866 \nL 639.436649 67.860989 \nL 646.848463 71.282025 \nL 660.531811 77.629652 \nL 666.803346 80.277055 \nL 672.504741 82.451095 \nL 678.206136 84.374087 \nL 683.337392 85.881368 \nL 689.038787 87.312078 \nL 694.740182 88.503633 \nL 701.011717 89.576722 \nL 708.423531 90.609854 \nL 727.238135 93.095607 \nL 733.509669 94.222621 \nL 739.211065 95.47157 \nL 745.482599 97.091969 \nL 752.894413 99.267402 \nL 771.709017 104.928536 \nL 777.980552 106.495057 \nL 783.681947 107.685518 \nL 789.383342 108.643092 \nL 795.084737 109.379837 \nL 801.356272 109.967475 \nL 808.768086 110.422376 \nL 817.890318 110.733541 \nL 830.433387 110.910361 \nL 854.379247 110.97466 \nL 895.999432 110.97818 \nL 895.999432 110.97818 \n\" clip-path=\"url(#p98861009f2)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_9\">\n    <path d=\"M 136.573594 110.978182 \nL 174.582896 110.868934 \nL 181.272533 110.621228 \nL 186.441798 110.213341 \nL 191.002914 109.632787 \nL 195.56403 108.827808 \nL 200.733295 107.680791 \nL 206.510709 106.172437 \nL 211.071825 104.766357 \nL 214.416643 103.497751 \nL 217.153313 102.211176 \nL 219.585908 100.809691 \nL 221.714429 99.340739 \nL 223.84295 97.616071 \nL 225.971471 95.619082 \nL 228.404066 92.999731 \nL 230.836661 90.037688 \nL 233.573331 86.342395 \nL 236.91815 81.406689 \nL 240.871117 75.157455 \nL 246.344456 66.065372 \nL 254.250391 52.452315 \nL 262.4604 38.398074 \nL 266.413367 32.055473 \nL 269.758186 27.070095 \nL 272.79893 22.928019 \nL 275.231525 19.947055 \nL 277.360046 17.638078 \nL 279.488567 15.669165 \nL 281.313013 14.303802 \nL 282.833385 13.428522 \nL 284.353757 12.820339 \nL 285.570055 12.542828 \nL 286.786353 12.463239 \nL 288.00265 12.590658 \nL 289.218948 12.931718 \nL 290.435246 13.49023 \nL 291.651543 14.266938 \nL 293.171915 15.540647 \nL 294.692287 17.1396 \nL 296.212659 19.045028 \nL 298.037106 21.700688 \nL 300.165627 25.241634 \nL 302.598222 29.758919 \nL 305.638966 35.905656 \nL 310.504157 46.321235 \nL 317.801942 61.879516 \nL 321.75491 69.769771 \nL 325.099728 75.945309 \nL 327.836398 80.559734 \nL 330.268993 84.27062 \nL 332.701589 87.570722 \nL 334.830109 90.09749 \nL 336.95863 92.275859 \nL 339.087151 94.105177 \nL 340.911598 95.402753 \nL 342.736044 96.463898 \nL 344.864565 97.427742 \nL 346.993086 98.132406 \nL 349.425681 98.678644 \nL 352.162351 99.05436 \nL 357.331616 99.467378 \nL 361.284583 99.884453 \nL 364.325327 100.425514 \nL 367.366071 101.208738 \nL 370.406815 102.223848 \nL 374.359783 103.794508 \nL 382.873866 107.269295 \nL 386.522759 108.461739 \nL 389.867577 109.312435 \nL 393.212396 109.934836 \nL 396.861289 110.390496 \nL 401.422405 110.717145 \nL 407.503893 110.903058 \nL 418.754646 110.973611 \nL 440.343929 110.97818 \nL 440.343929 110.97818 \n\" clip-path=\"url(#p98861009f2)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_10\">\n    <path d=\"M 316.937231 110.978153 \nL 370.30229 110.868486 \nL 382.161192 110.618547 \nL 390.827312 110.221994 \nL 397.668987 109.703562 \nL 403.598438 109.051294 \nL 409.071777 108.231682 \nL 414.089005 107.248739 \nL 418.650121 106.117933 \nL 422.755125 104.868541 \nL 426.404018 103.544217 \nL 430.052911 101.993597 \nL 433.701804 100.195834 \nL 437.350697 98.136421 \nL 440.99959 95.810598 \nL 444.648483 93.226632 \nL 448.753487 90.041603 \nL 453.770715 85.836873 \nL 468.822398 72.963203 \nL 472.471291 70.256954 \nL 475.664073 68.148974 \nL 478.856854 66.318805 \nL 481.593524 64.985632 \nL 484.330193 63.87273 \nL 487.066863 62.973813 \nL 490.259644 62.176022 \nL 493.452425 61.615302 \nL 497.101318 61.208584 \nL 501.662435 60.945358 \nL 509.416332 60.7747 \nL 529.941355 60.527701 \nL 534.046359 60.795498 \nL 537.695252 61.250891 \nL 541.344145 61.94712 \nL 544.536926 62.769367 \nL 548.185819 63.955954 \nL 551.834712 65.395026 \nL 555.483605 67.06255 \nL 559.58861 69.169323 \nL 564.605837 71.995642 \nL 572.359735 76.665986 \nL 582.850302 82.971532 \nL 588.323641 86.014494 \nL 593.340869 88.548804 \nL 597.901985 90.592638 \nL 602.00699 92.196429 \nL 606.111994 93.568468 \nL 610.216999 94.71399 \nL 614.778115 95.744542 \nL 619.795343 96.635662 \nL 626.180905 97.526034 \nL 641.6887 99.590393 \nL 648.074263 100.719977 \nL 654.915937 102.158923 \nL 666.774839 104.940006 \nL 675.440959 106.858015 \nL 681.826522 108.053662 \nL 687.755973 108.95135 \nL 694.141536 109.684034 \nL 700.98321 110.227325 \nL 708.737107 110.604988 \nL 718.315451 110.839234 \nL 733.367134 110.956131 \nL 772.592733 110.978152 \nL 772.592733 110.978152 \n\" clip-path=\"url(#p98861009f2)\" style=\"fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_11\">\n    <path d=\"M 84.363068 110.977823 \nL 102.968621 110.868532 \nL 108.1949 110.615448 \nL 111.74877 110.236691 \nL 114.675486 109.717976 \nL 117.393151 109.009187 \nL 119.901765 108.118267 \nL 122.201327 107.077701 \nL 124.709941 105.688569 \nL 127.218555 104.046533 \nL 130.145271 101.863249 \nL 134.535346 98.266118 \nL 141.852136 92.276535 \nL 146.451262 88.479469 \nL 148.750824 86.270336 \nL 150.632285 84.13732 \nL 152.304694 81.896903 \nL 153.977103 79.25378 \nL 155.649513 76.145661 \nL 157.321922 72.531765 \nL 158.994331 68.400542 \nL 160.875791 63.165289 \nL 163.175354 56.056953 \nL 166.938275 43.502989 \nL 170.283093 32.639476 \nL 172.373605 26.610292 \nL 174.046014 22.432991 \nL 175.509372 19.334186 \nL 176.763679 17.123522 \nL 178.017986 15.334743 \nL 179.272293 13.964195 \nL 180.317549 13.130541 \nL 181.362805 12.561945 \nL 182.408061 12.239663 \nL 183.453316 12.141818 \nL 184.498572 12.244415 \nL 185.752879 12.596703 \nL 187.216237 13.26854 \nL 188.888646 14.299204 \nL 191.188209 16.018467 \nL 195.578283 19.681501 \nL 199.550255 22.866436 \nL 202.26792 24.773709 \nL 204.776534 26.260328 \nL 207.076097 27.367562 \nL 209.584711 28.317006 \nL 213.347632 29.445611 \nL 216.274348 30.421027 \nL 218.155808 31.285629 \nL 219.828218 32.309802 \nL 221.291576 33.456014 \nL 222.754934 34.871391 \nL 224.218292 36.579183 \nL 225.890701 38.902963 \nL 227.56311 41.620359 \nL 229.444571 45.119458 \nL 231.535082 49.488326 \nL 234.043696 55.253767 \nL 237.806617 64.529693 \nL 243.660049 78.966008 \nL 246.586766 85.586642 \nL 249.095379 90.721462 \nL 251.394942 94.903427 \nL 253.485454 98.228273 \nL 255.366914 100.818815 \nL 257.248375 103.031218 \nL 259.129835 104.880423 \nL 261.011295 106.391865 \nL 262.892756 107.599051 \nL 264.774216 108.540671 \nL 266.864728 109.325176 \nL 269.16429 109.933453 \nL 271.881955 110.39665 \nL 275.226774 110.713495 \nL 279.825899 110.898745 \nL 288.396997 110.97243 \nL 293.205173 110.977126 \nL 293.205173 110.977126 \n\" clip-path=\"url(#p98861009f2)\" style=\"fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 43.78125 115.92 \nL 43.78125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 936.58125 115.92 \nL 936.58125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 43.78125 115.92 \nL 936.58125 115.92 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 43.78125 7.2 \nL 936.58125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 834.089062 75.025 \nL 929.58125 75.025 \nQ 931.58125 75.025 931.58125 73.025 \nL 931.58125 14.2 \nQ 931.58125 12.2 929.58125 12.2 \nL 834.089062 12.2 \nQ 832.089062 12.2 832.089062 14.2 \nL 832.089062 73.025 \nQ 832.089062 75.025 834.089062 75.025 \nz\n\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n    </g>\n    <g id=\"line2d_12\">\n     <path d=\"M 836.089062 20.298437 \nL 846.089062 20.298437 \nL 856.089062 20.298437 \n\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_9\">\n     <!-- sepal_length -->\n     <g transform=\"translate(864.089062 23.798437)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-5f\" d=\"M 3263 -1063 \nL 3263 -1509 \nL -63 -1509 \nL -63 -1063 \nL 3263 -1063 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"316.162109\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"343.945312\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"405.46875\"/>\n      <use xlink:href=\"#DejaVuSans-67\" x=\"468.847656\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"532.324219\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"571.533203\"/>\n     </g>\n    </g>\n    <g id=\"line2d_13\">\n     <path d=\"M 836.089062 35.254687 \nL 846.089062 35.254687 \nL 856.089062 35.254687 \n\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_10\">\n     <!-- sepal_width -->\n     <g transform=\"translate(864.089062 38.754687)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-77\" d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n      <use xlink:href=\"#DejaVuSans-77\" x=\"316.162109\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"397.949219\"/>\n      <use xlink:href=\"#DejaVuSans-64\" x=\"425.732422\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"489.208984\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"528.417969\"/>\n     </g>\n    </g>\n    <g id=\"line2d_14\">\n     <path d=\"M 836.089062 50.210937 \nL 846.089062 50.210937 \nL 856.089062 50.210937 \n\" style=\"fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_11\">\n     <!-- petal_length -->\n     <g transform=\"translate(864.089062 53.710937)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"303.271484\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"331.054688\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"392.578125\"/>\n      <use xlink:href=\"#DejaVuSans-67\" x=\"455.957031\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"519.433594\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"558.642578\"/>\n     </g>\n    </g>\n    <g id=\"line2d_15\">\n     <path d=\"M 836.089062 65.167187 \nL 846.089062 65.167187 \nL 856.089062 65.167187 \n\" style=\"fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_12\">\n     <!-- petal_width -->\n     <g transform=\"translate(864.089062 68.667187)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n      <use xlink:href=\"#DejaVuSans-77\" x=\"303.271484\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"385.058594\"/>\n      <use xlink:href=\"#DejaVuSans-64\" x=\"412.841797\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"476.318359\"/>\n      <use xlink:href=\"#DejaVuSans-68\" x=\"515.527344\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p98861009f2\">\n   <rect x=\"43.78125\" y=\"7.2\" width=\"892.8\" height=\"108.72\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.groupby(\"variety\").plot.kde(legend=True, figsize=(16, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/ipykernel_9426/838838217.py:9: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"920.5625pt\" height=\"590.074375pt\" viewBox=\"0 0 920.5625 590.074375\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2022-06-23T10:18:10.971824</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.5.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 590.074375 \nL 920.5625 590.074375 \nL 920.5625 0 \nL 0 0 \nL 0 590.074375 \nz\n\" style=\"fill: none\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 20.5625 269.409034 \nL 426.380682 269.409034 \nL 426.380682 22.318125 \nL 20.5625 22.318125 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path id=\"m17aacfa10d\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"71.289773\" y=\"269.409034\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- sepal_length -->\n      <g transform=\"translate(39.543679 284.007472)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-5f\" d=\"M 3263 -1063 \nL 3263 -1509 \nL -63 -1509 \nL -63 -1063 \nL 3263 -1063 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-73\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"316.162109\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"343.945312\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"405.46875\"/>\n       <use xlink:href=\"#DejaVuSans-67\" x=\"468.847656\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"532.324219\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"571.533203\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"172.744318\" y=\"269.409034\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- sepal_width -->\n      <g transform=\"translate(143.154474 284.007472)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-77\" d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-69\" d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-73\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n       <use xlink:href=\"#DejaVuSans-77\" x=\"316.162109\"/>\n       <use xlink:href=\"#DejaVuSans-69\" x=\"397.949219\"/>\n       <use xlink:href=\"#DejaVuSans-64\" x=\"425.732422\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"489.208984\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"528.417969\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"274.198864\" y=\"269.409034\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- petal_length -->\n      <g transform=\"translate(243.097301 284.007472)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"303.271484\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"331.054688\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"392.578125\"/>\n       <use xlink:href=\"#DejaVuSans-67\" x=\"455.957031\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"519.433594\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"558.642578\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"375.653409\" y=\"269.409034\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- petal_width -->\n      <g transform=\"translate(346.708097 284.007472)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n       <use xlink:href=\"#DejaVuSans-77\" x=\"303.271484\"/>\n       <use xlink:href=\"#DejaVuSans-69\" x=\"385.058594\"/>\n       <use xlink:href=\"#DejaVuSans-64\" x=\"412.841797\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"476.318359\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"515.527344\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_5\">\n      <defs>\n       <path id=\"mc3b008d449\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"262.118473\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0 -->\n      <g transform=\"translate(7.2 265.917692)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"222.710035\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 1 -->\n      <g transform=\"translate(7.2 226.509253)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"183.301596\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 2 -->\n      <g transform=\"translate(7.2 187.100815)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"143.893158\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 3 -->\n      <g transform=\"translate(7.2 147.692376)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-33\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"104.484719\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 4 -->\n      <g transform=\"translate(7.2 108.283938)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_10\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"65.076281\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 5 -->\n      <g transform=\"translate(7.2 68.875499)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_11\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"25.667842\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 6 -->\n      <g transform=\"translate(7.2 29.467061)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path d=\"M 48.4625 72.957968 \nL 94.117045 72.957968 \nL 94.117045 57.194593 \nL 48.4625 57.194593 \nL 48.4625 72.957968 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path d=\"M 71.289773 72.957968 \nL 71.289773 92.662188 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path d=\"M 71.289773 57.194593 \nL 71.289773 33.54953 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_15\">\n    <path d=\"M 59.876136 92.662188 \nL 82.703409 92.662188 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_16\">\n    <path d=\"M 59.876136 33.54953 \nL 82.703409 33.54953 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_17\"/>\n   <g id=\"line2d_18\">\n    <path d=\"M 149.917045 136.01147 \nL 195.571591 136.01147 \nL 195.571591 117.292462 \nL 149.917045 117.292462 \nL 149.917045 136.01147 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <path d=\"M 172.744318 136.01147 \nL 172.744318 147.834001 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_20\">\n    <path d=\"M 172.744318 117.292462 \nL 172.744318 96.603031 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_21\">\n    <path d=\"M 161.330682 147.834001 \nL 184.157955 147.834001 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_22\">\n    <path d=\"M 161.330682 96.603031 \nL 184.157955 96.603031 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_23\">\n    <defs>\n     <path id=\"m2bbdf0798b\" d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" style=\"stroke: #000000\"/>\n    </defs>\n    <g clip-path=\"url(#paede643882)\">\n     <use xlink:href=\"#m2bbdf0798b\" x=\"172.744318\" y=\"171.479065\" style=\"fill-opacity: 0; stroke: #000000\"/>\n     <use xlink:href=\"#m2bbdf0798b\" x=\"172.744318\" y=\"88.721344\" style=\"fill-opacity: 0; stroke: #000000\"/>\n    </g>\n   </g>\n   <g id=\"line2d_24\">\n    <path d=\"M 251.371591 206.946659 \nL 297.026136 206.946659 \nL 297.026136 200.050182 \nL 251.371591 200.050182 \nL 251.371591 206.946659 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_25\">\n    <path d=\"M 274.198864 206.946659 \nL 274.198864 214.828347 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_26\">\n    <path d=\"M 274.198864 200.050182 \nL 274.198864 195.124128 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_27\">\n    <path d=\"M 262.785227 214.828347 \nL 285.6125 214.828347 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_28\">\n    <path d=\"M 262.785227 195.124128 \nL 285.6125 195.124128 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_29\">\n    <g clip-path=\"url(#paede643882)\">\n     <use xlink:href=\"#m2bbdf0798b\" x=\"274.198864\" y=\"218.769191\" style=\"fill-opacity: 0; stroke: #000000\"/>\n     <use xlink:href=\"#m2bbdf0798b\" x=\"274.198864\" y=\"222.710035\" style=\"fill-opacity: 0; stroke: #000000\"/>\n     <use xlink:href=\"#m2bbdf0798b\" x=\"274.198864\" y=\"187.24244\" style=\"fill-opacity: 0; stroke: #000000\"/>\n     <use xlink:href=\"#m2bbdf0798b\" x=\"274.198864\" y=\"187.24244\" style=\"fill-opacity: 0; stroke: #000000\"/>\n    </g>\n   </g>\n   <g id=\"line2d_30\">\n    <path d=\"M 352.826136 254.236785 \nL 398.480682 254.236785 \nL 398.480682 250.295941 \nL 352.826136 250.295941 \nL 352.826136 254.236785 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_31\">\n    <path d=\"M 375.653409 254.236785 \nL 375.653409 258.177629 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_32\">\n    <path d=\"M 375.653409 250.295941 \nL 375.653409 246.355098 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_33\">\n    <path d=\"M 364.239773 258.177629 \nL 387.067045 258.177629 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_34\">\n    <path d=\"M 364.239773 246.355098 \nL 387.067045 246.355098 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_35\">\n    <g clip-path=\"url(#paede643882)\">\n     <use xlink:href=\"#m2bbdf0798b\" x=\"375.653409\" y=\"242.414254\" style=\"fill-opacity: 0; stroke: #000000\"/>\n     <use xlink:href=\"#m2bbdf0798b\" x=\"375.653409\" y=\"238.47341\" style=\"fill-opacity: 0; stroke: #000000\"/>\n    </g>\n   </g>\n   <g id=\"line2d_36\">\n    <path d=\"M 48.4625 65.076281 \nL 94.117045 65.076281 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_37\">\n    <path d=\"M 149.917045 128.129782 \nL 195.571591 128.129782 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_38\">\n    <path d=\"M 251.371591 203.005815 \nL 297.026136 203.005815 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_39\">\n    <path d=\"M 352.826136 254.236785 \nL 398.480682 254.236785 \n\" clip-path=\"url(#paede643882)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 20.5625 269.409034 \nL 20.5625 22.318125 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 426.380682 269.409034 \nL 426.380682 22.318125 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 20.5625 269.409034 \nL 426.380682 269.409034 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 20.5625 22.318125 \nL 426.380682 22.318125 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"text_12\">\n    <!-- variety=Setosa -->\n    <g transform=\"translate(177.160028 16.318125)scale(0.12 -0.12)\">\n     <defs>\n      <path id=\"DejaVuSans-76\" d=\"M 191 3500 \nL 800 3500 \nL 1894 563 \nL 2988 3500 \nL 3597 3500 \nL 2284 0 \nL 1503 0 \nL 191 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n      <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" transform=\"scale(0.015625)\"/>\n      <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" transform=\"scale(0.015625)\"/>\n      <path id=\"DejaVuSans-3d\" d=\"M 678 2906 \nL 4684 2906 \nL 4684 2381 \nL 678 2381 \nL 678 2906 \nz\nM 678 1631 \nL 4684 1631 \nL 4684 1100 \nL 678 1100 \nL 678 1631 \nz\n\" transform=\"scale(0.015625)\"/>\n      <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \nL 3425 3897 \nQ 3066 4069 2747 4153 \nQ 2428 4238 2131 4238 \nQ 1616 4238 1336 4038 \nQ 1056 3838 1056 3469 \nQ 1056 3159 1242 3001 \nQ 1428 2844 1947 2747 \nL 2328 2669 \nQ 3034 2534 3370 2195 \nQ 3706 1856 3706 1288 \nQ 3706 609 3251 259 \nQ 2797 -91 1919 -91 \nQ 1588 -91 1214 -16 \nQ 841 59 441 206 \nL 441 856 \nQ 825 641 1194 531 \nQ 1563 422 1919 422 \nQ 2459 422 2753 634 \nQ 3047 847 3047 1241 \nQ 3047 1584 2836 1778 \nQ 2625 1972 2144 2069 \nL 1759 2144 \nQ 1053 2284 737 2584 \nQ 422 2884 422 3419 \nQ 422 4038 858 4394 \nQ 1294 4750 2059 4750 \nQ 2388 4750 2728 4690 \nQ 3069 4631 3425 4513 \nz\n\" transform=\"scale(0.015625)\"/>\n      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" transform=\"scale(0.015625)\"/>\n     </defs>\n     <use xlink:href=\"#DejaVuSans-76\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"59.179688\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"120.458984\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"161.572266\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"189.355469\"/>\n     <use xlink:href=\"#DejaVuSans-74\" x=\"250.878906\"/>\n     <use xlink:href=\"#DejaVuSans-79\" x=\"290.087891\"/>\n     <use xlink:href=\"#DejaVuSans-3d\" x=\"349.267578\"/>\n     <use xlink:href=\"#DejaVuSans-53\" x=\"433.056641\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"496.533203\"/>\n     <use xlink:href=\"#DejaVuSans-74\" x=\"558.056641\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"597.265625\"/>\n     <use xlink:href=\"#DejaVuSans-73\" x=\"658.447266\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"710.546875\"/>\n    </g>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_7\">\n    <path d=\"M 507.544318 269.409034 \nL 913.3625 269.409034 \nL 913.3625 22.318125 \nL 507.544318 22.318125 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_5\">\n     <g id=\"line2d_40\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"558.271591\" y=\"269.409034\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- sepal_length -->\n      <g transform=\"translate(526.525497 284.007472)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-73\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"316.162109\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"343.945312\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"405.46875\"/>\n       <use xlink:href=\"#DejaVuSans-67\" x=\"468.847656\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"532.324219\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"571.533203\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_41\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"659.726136\" y=\"269.409034\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- sepal_width -->\n      <g transform=\"translate(630.136293 284.007472)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-73\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n       <use xlink:href=\"#DejaVuSans-77\" x=\"316.162109\"/>\n       <use xlink:href=\"#DejaVuSans-69\" x=\"397.949219\"/>\n       <use xlink:href=\"#DejaVuSans-64\" x=\"425.732422\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"489.208984\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"528.417969\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_42\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"761.180682\" y=\"269.409034\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- petal_length -->\n      <g transform=\"translate(730.079119 284.007472)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"303.271484\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"331.054688\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"392.578125\"/>\n       <use xlink:href=\"#DejaVuSans-67\" x=\"455.957031\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"519.433594\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"558.642578\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_43\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"862.635227\" y=\"269.409034\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- petal_width -->\n      <g transform=\"translate(833.689915 284.007472)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n       <use xlink:href=\"#DejaVuSans-77\" x=\"303.271484\"/>\n       <use xlink:href=\"#DejaVuSans-69\" x=\"385.058594\"/>\n       <use xlink:href=\"#DejaVuSans-64\" x=\"412.841797\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"476.318359\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"515.527344\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_8\">\n     <g id=\"line2d_44\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"507.544318\" y=\"258.177629\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 1 -->\n      <g transform=\"translate(494.181818 261.976848)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_45\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"507.544318\" y=\"220.739613\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 2 -->\n      <g transform=\"translate(494.181818 224.538831)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_46\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"507.544318\" y=\"183.301596\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 3 -->\n      <g transform=\"translate(494.181818 187.100815)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-33\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_47\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"507.544318\" y=\"145.86358\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 4 -->\n      <g transform=\"translate(494.181818 149.662798)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-34\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_48\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"507.544318\" y=\"108.425563\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 5 -->\n      <g transform=\"translate(494.181818 112.224782)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_49\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"507.544318\" y=\"70.987546\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 6 -->\n      <g transform=\"translate(494.181818 74.786765)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_50\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"507.544318\" y=\"33.54953\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 7 -->\n      <g transform=\"translate(494.181818 37.348749)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-37\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_51\">\n    <path d=\"M 535.444318 85.962753 \nL 581.098864 85.962753 \nL 581.098864 59.756142 \nL 535.444318 59.756142 \nL 535.444318 85.962753 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_52\">\n    <path d=\"M 558.271591 85.962753 \nL 558.271591 112.169365 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_53\">\n    <path d=\"M 558.271591 59.756142 \nL 558.271591 33.54953 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_54\">\n    <path d=\"M 546.857955 112.169365 \nL 569.685227 112.169365 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_55\">\n    <path d=\"M 546.857955 33.54953 \nL 569.685227 33.54953 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_56\"/>\n   <g id=\"line2d_57\">\n    <path d=\"M 636.898864 201.084654 \nL 682.553409 201.084654 \nL 682.553409 183.301596 \nL 636.898864 183.301596 \nL 636.898864 201.084654 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_58\">\n    <path d=\"M 659.726136 201.084654 \nL 659.726136 220.739613 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_59\">\n    <path d=\"M 659.726136 183.301596 \nL 659.726136 168.326389 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_60\">\n    <path d=\"M 648.3125 220.739613 \nL 671.139773 220.739613 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_61\">\n    <path d=\"M 648.3125 168.326389 \nL 671.139773 168.326389 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_62\"/>\n   <g id=\"line2d_63\">\n    <path d=\"M 738.353409 145.86358 \nL 784.007955 145.86358 \nL 784.007955 123.40077 \nL 738.353409 123.40077 \nL 738.353409 145.86358 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_64\">\n    <path d=\"M 761.180682 145.86358 \nL 761.180682 172.070191 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_65\">\n    <path d=\"M 761.180682 123.40077 \nL 761.180682 104.681761 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_66\">\n    <path d=\"M 749.767045 172.070191 \nL 772.594318 172.070191 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_67\">\n    <path d=\"M 749.767045 104.681761 \nL 772.594318 104.681761 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_68\">\n    <g clip-path=\"url(#p45b69cc3b0)\">\n     <use xlink:href=\"#m2bbdf0798b\" x=\"761.180682\" y=\"183.301596\" style=\"fill-opacity: 0; stroke: #000000\"/>\n    </g>\n   </g>\n   <g id=\"line2d_69\">\n    <path d=\"M 839.807955 250.690026 \nL 885.4625 250.690026 \nL 885.4625 239.458621 \nL 839.807955 239.458621 \nL 839.807955 250.690026 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_70\">\n    <path d=\"M 862.635227 250.690026 \nL 862.635227 258.177629 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_71\">\n    <path d=\"M 862.635227 239.458621 \nL 862.635227 228.227216 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_72\">\n    <path d=\"M 851.221591 258.177629 \nL 874.048864 258.177629 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_73\">\n    <path d=\"M 851.221591 228.227216 \nL 874.048864 228.227216 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_74\"/>\n   <g id=\"line2d_75\">\n    <path d=\"M 535.444318 74.731348 \nL 581.098864 74.731348 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_76\">\n    <path d=\"M 636.898864 190.789199 \nL 682.553409 190.789199 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_77\">\n    <path d=\"M 738.353409 132.760274 \nL 784.007955 132.760274 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_78\">\n    <path d=\"M 839.807955 246.946224 \nL 885.4625 246.946224 \n\" clip-path=\"url(#p45b69cc3b0)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 507.544318 269.409034 \nL 507.544318 22.318125 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 913.3625 269.409034 \nL 913.3625 22.318125 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 507.544318 269.409034 \nL 913.3625 269.409034 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 507.544318 22.318125 \nL 913.3625 22.318125 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"text_24\">\n    <!-- variety=Versicolor -->\n    <g transform=\"translate(655.103409 16.318125)scale(0.12 -0.12)\">\n     <defs>\n      <path id=\"DejaVuSans-56\" d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" transform=\"scale(0.015625)\"/>\n      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" transform=\"scale(0.015625)\"/>\n     </defs>\n     <use xlink:href=\"#DejaVuSans-76\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"59.179688\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"120.458984\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"161.572266\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"189.355469\"/>\n     <use xlink:href=\"#DejaVuSans-74\" x=\"250.878906\"/>\n     <use xlink:href=\"#DejaVuSans-79\" x=\"290.087891\"/>\n     <use xlink:href=\"#DejaVuSans-3d\" x=\"349.267578\"/>\n     <use xlink:href=\"#DejaVuSans-56\" x=\"433.056641\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"493.714844\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"555.238281\"/>\n     <use xlink:href=\"#DejaVuSans-73\" x=\"596.351562\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"648.451172\"/>\n     <use xlink:href=\"#DejaVuSans-63\" x=\"676.234375\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"731.214844\"/>\n     <use xlink:href=\"#DejaVuSans-6c\" x=\"792.396484\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"820.179688\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"881.361328\"/>\n    </g>\n   </g>\n  </g>\n  <g id=\"axes_3\">\n   <g id=\"patch_12\">\n    <path d=\"M 20.5625 565.918125 \nL 426.380682 565.918125 \nL 426.380682 318.827216 \nL 20.5625 318.827216 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_5\">\n    <g id=\"xtick_9\">\n     <g id=\"line2d_79\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"71.289773\" y=\"565.918125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- sepal_length -->\n      <g transform=\"translate(39.543679 580.516562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-73\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"316.162109\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"343.945312\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"405.46875\"/>\n       <use xlink:href=\"#DejaVuSans-67\" x=\"468.847656\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"532.324219\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"571.533203\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_80\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"172.744318\" y=\"565.918125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- sepal_width -->\n      <g transform=\"translate(143.154474 580.516562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-73\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"52.099609\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"113.623047\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"177.099609\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"238.378906\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"266.162109\"/>\n       <use xlink:href=\"#DejaVuSans-77\" x=\"316.162109\"/>\n       <use xlink:href=\"#DejaVuSans-69\" x=\"397.949219\"/>\n       <use xlink:href=\"#DejaVuSans-64\" x=\"425.732422\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"489.208984\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"528.417969\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_81\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"274.198864\" y=\"565.918125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- petal_length -->\n      <g transform=\"translate(243.097301 580.516562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"303.271484\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"331.054688\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"392.578125\"/>\n       <use xlink:href=\"#DejaVuSans-67\" x=\"455.957031\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"519.433594\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"558.642578\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_82\">\n      <g>\n       <use xlink:href=\"#m17aacfa10d\" x=\"375.653409\" y=\"565.918125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- petal_width -->\n      <g transform=\"translate(346.708097 580.516562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use xlink:href=\"#DejaVuSans-65\" x=\"63.476562\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"125\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"164.208984\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"225.488281\"/>\n       <use xlink:href=\"#DejaVuSans-5f\" x=\"253.271484\"/>\n       <use xlink:href=\"#DejaVuSans-77\" x=\"303.271484\"/>\n       <use xlink:href=\"#DejaVuSans-69\" x=\"385.058594\"/>\n       <use xlink:href=\"#DejaVuSans-64\" x=\"412.841797\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"476.318359\"/>\n       <use xlink:href=\"#DejaVuSans-68\" x=\"515.527344\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_6\">\n    <g id=\"ytick_15\">\n     <g id=\"line2d_83\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"533.951819\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 2 -->\n      <g transform=\"translate(7.2 537.751037)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_84\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"499.393649\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 3 -->\n      <g transform=\"translate(7.2 503.192868)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-33\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_85\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"464.83548\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 4 -->\n      <g transform=\"translate(7.2 468.634699)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-34\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_86\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"430.277311\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- 5 -->\n      <g transform=\"translate(7.2 434.07653)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_87\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"395.719142\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_33\">\n      <!-- 6 -->\n      <g transform=\"translate(7.2 399.518361)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_88\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"361.160973\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_34\">\n      <!-- 7 -->\n      <g transform=\"translate(7.2 364.960192)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-37\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_89\">\n      <g>\n       <use xlink:href=\"#mc3b008d449\" x=\"20.5625\" y=\"326.602804\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_35\">\n      <!-- 8 -->\n      <g transform=\"translate(7.2 330.402023)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-38\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_90\">\n    <path d=\"M 48.4625 387.943554 \nL 94.117045 387.943554 \nL 94.117045 364.61679 \nL 48.4625 364.61679 \nL 48.4625 387.943554 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_91\">\n    <path d=\"M 71.289773 387.943554 \nL 71.289773 409.54241 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_92\">\n    <path d=\"M 71.289773 364.61679 \nL 71.289773 330.058621 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_93\">\n    <path d=\"M 59.876136 409.54241 \nL 82.703409 409.54241 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_94\">\n    <path d=\"M 59.876136 330.058621 \nL 82.703409 330.058621 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_95\">\n    <g clip-path=\"url(#p21910d4ece)\">\n     <use xlink:href=\"#m2bbdf0798b\" x=\"71.289773\" y=\"433.733128\" style=\"fill-opacity: 0; stroke: #000000\"/>\n    </g>\n   </g>\n   <g id=\"line2d_96\">\n    <path d=\"M 149.917045 506.305283 \nL 195.571591 506.305283 \nL 195.571591 493.34597 \nL 149.917045 493.34597 \nL 149.917045 506.305283 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_97\">\n    <path d=\"M 172.744318 506.305283 \nL 172.744318 516.672734 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_98\">\n    <path d=\"M 172.744318 493.34597 \nL 172.744318 478.658748 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_99\">\n    <path d=\"M 161.330682 516.672734 \nL 184.157955 516.672734 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_100\">\n    <path d=\"M 161.330682 478.658748 \nL 184.157955 478.658748 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_101\">\n    <g clip-path=\"url(#p21910d4ece)\">\n     <use xlink:href=\"#m2bbdf0798b\" x=\"172.744318\" y=\"527.040185\" style=\"fill-opacity: 0; stroke: #000000\"/>\n     <use xlink:href=\"#m2bbdf0798b\" x=\"172.744318\" y=\"471.747114\" style=\"fill-opacity: 0; stroke: #000000\"/>\n     <use xlink:href=\"#m2bbdf0798b\" x=\"172.744318\" y=\"471.747114\" style=\"fill-opacity: 0; stroke: #000000\"/>\n    </g>\n   </g>\n   <g id=\"line2d_102\">\n    <path d=\"M 251.371591 426.821494 \nL 297.026136 426.821494 \nL 297.026136 400.038913 \nL 251.371591 400.038913 \nL 251.371591 426.821494 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_103\">\n    <path d=\"M 274.198864 426.821494 \nL 274.198864 447.556396 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_104\">\n    <path d=\"M 274.198864 400.038913 \nL 274.198864 364.61679 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_105\">\n    <path d=\"M 262.785227 447.556396 \nL 285.6125 447.556396 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_106\">\n    <path d=\"M 262.785227 364.61679 \nL 285.6125 364.61679 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_107\"/>\n   <g id=\"line2d_108\">\n    <path d=\"M 352.826136 540.863452 \nL 398.480682 540.863452 \nL 398.480682 523.584368 \nL 352.826136 523.584368 \nL 352.826136 540.863452 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_109\">\n    <path d=\"M 375.653409 540.863452 \nL 375.653409 554.68672 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_110\">\n    <path d=\"M 375.653409 523.584368 \nL 375.653409 516.672734 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_111\">\n    <path d=\"M 364.239773 554.68672 \nL 387.067045 554.68672 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_112\">\n    <path d=\"M 364.239773 516.672734 \nL 387.067045 516.672734 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_113\"/>\n   <g id=\"line2d_114\">\n    <path d=\"M 48.4625 378.440058 \nL 94.117045 378.440058 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_115\">\n    <path d=\"M 149.917045 499.393649 \nL 195.571591 499.393649 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_116\">\n    <path d=\"M 251.371591 411.270318 \nL 297.026136 411.270318 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_117\">\n    <path d=\"M 352.826136 533.951819 \nL 398.480682 533.951819 \n\" clip-path=\"url(#p21910d4ece)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 20.5625 565.918125 \nL 20.5625 318.827216 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 426.380682 565.918125 \nL 426.380682 318.827216 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 20.5625 565.918125 \nL 426.380682 565.918125 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 20.5625 318.827216 \nL 426.380682 318.827216 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"text_36\">\n    <!-- variety=Virginica -->\n    <g transform=\"translate(171.567841 312.827216)scale(0.12 -0.12)\">\n     <use xlink:href=\"#DejaVuSans-76\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"59.179688\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"120.458984\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"161.572266\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"189.355469\"/>\n     <use xlink:href=\"#DejaVuSans-74\" x=\"250.878906\"/>\n     <use xlink:href=\"#DejaVuSans-79\" x=\"290.087891\"/>\n     <use xlink:href=\"#DejaVuSans-3d\" x=\"349.267578\"/>\n     <use xlink:href=\"#DejaVuSans-56\" x=\"433.056641\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"499.214844\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"526.998047\"/>\n     <use xlink:href=\"#DejaVuSans-67\" x=\"566.361328\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"629.837891\"/>\n     <use xlink:href=\"#DejaVuSans-6e\" x=\"657.621094\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"721\"/>\n     <use xlink:href=\"#DejaVuSans-63\" x=\"748.783203\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"803.763672\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"paede643882\">\n   <rect x=\"20.5625\" y=\"22.318125\" width=\"405.818182\" height=\"247.090909\"/>\n  </clipPath>\n  <clipPath id=\"p45b69cc3b0\">\n   <rect x=\"507.544318\" y=\"22.318125\" width=\"405.818182\" height=\"247.090909\"/>\n  </clipPath>\n  <clipPath id=\"p21910d4ece\">\n   <rect x=\"20.5625\" y=\"318.827216\" width=\"405.818182\" height=\"247.090909\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 1152x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 10))\n",
    "for n, (klass, grp) in enumerate(iris.groupby(\"variety\")):\n",
    "    location = 220+n+1\n",
    "    axes = fig.add_subplot(location)\n",
    "\n",
    "    grp.drop(\"variety\", axis=1).plot.box(ax=axes)\n",
    "    axes.set_title(f\"variety={klass}\")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Resampler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 732 entries, 2020-01-01 to 2022-01-01\n",
      "Freq: D\n",
      "Data columns (total 1 columns):\n",
      " #   Column  Non-Null Count  Dtype\n",
      "---  ------  --------------  -----\n",
      " 0   sales   732 non-null    int64\n",
      "dtypes: int64(1)\n",
      "memory usage: 11.4 KB\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>2956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>8704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>3881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-04</th>\n",
       "      <td>8031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-05</th>\n",
       "      <td>9124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            sales\n",
       "datetime         \n",
       "2020-01-01   2956\n",
       "2020-01-02   8704\n",
       "2020-01-03   3881\n",
       "2020-01-04   8031\n",
       "2020-01-05   9124"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import random\n",
    "random.seed(233)\n",
    "\n",
    "dt = pd.date_range(start=\"20200101\", end=\"20220101\", freq=\"D\").set_names(\"datetime\")\n",
    "data = pd.DataFrame(\n",
    "    [random.randrange(100, 10000) for _ in range(len(dt))],\n",
    "    index=dt,\n",
    "    columns=[\"sales\"],\n",
    ")\n",
    "data.info()\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-12-31</th>\n",
       "      <td>1850914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31</th>\n",
       "      <td>1901049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31</th>\n",
       "      <td>2581</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              sales\n",
       "datetime           \n",
       "2020-12-31  1850914\n",
       "2021-12-31  1901049\n",
       "2022-12-31     2581"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.resample(\"Y\").sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.resample.DatetimeIndexResampler object at 0x133298a30>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.resample(\"2W\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.resample.DatetimeIndexResampler object at 0x133299180>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt.to_series().resample(\"3M\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.resample.PeriodIndexResampler object at 0x133299480>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt.to_period(\"2W\").to_series().resample(\"3d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# data.reset_index().resample(\"4d\")  # raise type error here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-02</td>\n",
       "      <td>8704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>3881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>8031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-01-05</td>\n",
       "      <td>9124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    datetime  sales\n",
       "0 2020-01-01   2956\n",
       "1 2020-01-02   8704\n",
       "2 2020-01-03   3881\n",
       "3 2020-01-04   8031\n",
       "4 2020-01-05   9124"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.reset_index()\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-12-31</th>\n",
       "      <td>1850914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31</th>\n",
       "      <td>1901049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31</th>\n",
       "      <td>2581</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              sales\n",
       "datetime           \n",
       "2020-12-31  1850914\n",
       "2021-12-31  1901049\n",
       "2022-12-31     2581"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(pd.Grouper(key=\"datetime\", freq=\"Y\")).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"638.663839pt\" height=\"314.075938pt\" viewBox=\"0 0 638.663839 314.075938\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2022-06-23T10:18:11.523631</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.5.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 314.075938 \nL 638.663839 314.075938 \nL 638.663839 0 \nL 0 0 \nL 0 314.075938 \nz\n\" style=\"fill: none\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 66.053125 279 \nL 624.053125 279 \nL 624.053125 7.2 \nL 66.053125 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path id=\"m07f87a43ba\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"66.053125\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- Jan -->\n      <g transform=\"translate(58.345313 293.598437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-4a\" d=\"M 628 4666 \nL 1259 4666 \nL 1259 325 \nQ 1259 -519 939 -900 \nQ 619 -1281 -91 -1281 \nL -331 -1281 \nL -331 -750 \nL -134 -750 \nQ 284 -750 456 -515 \nQ 628 -281 628 325 \nL 628 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n      </g>\n      <!-- 2020 -->\n      <g transform=\"translate(53.328125 304.79625)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"135.138839\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- Apr -->\n      <g transform=\"translate(126.488839 293.598437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \nL 1331 1722 \nL 3047 1722 \nL 2188 4044 \nz\nM 1831 4666 \nL 2547 4666 \nL 4325 0 \nL 3669 0 \nL 3244 1197 \nL 1141 1197 \nL 716 0 \nL 50 0 \nL 1831 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-41\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"68.408203\"/>\n       <use xlink:href=\"#DejaVuSans-72\" x=\"131.884766\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"204.224554\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- Jul -->\n      <g transform=\"translate(198.191741 293.598437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-75\" d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-75\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"92.871094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"273.310268\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- Oct -->\n      <g transform=\"translate(264.664955 293.598437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-4f\" d=\"M 2522 4238 \nQ 1834 4238 1429 3725 \nQ 1025 3213 1025 2328 \nQ 1025 1447 1429 934 \nQ 1834 422 2522 422 \nQ 3209 422 3611 934 \nQ 4013 1447 4013 2328 \nQ 4013 3213 3611 3725 \nQ 3209 4238 2522 4238 \nz\nM 2522 4750 \nQ 3503 4750 4090 4092 \nQ 4678 3434 4678 2328 \nQ 4678 1225 4090 567 \nQ 3503 -91 2522 -91 \nQ 1538 -91 948 565 \nQ 359 1222 359 2328 \nQ 359 3434 948 4092 \nQ 1538 4750 2522 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-4f\"/>\n       <use xlink:href=\"#DejaVuSans-63\" x=\"78.710938\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"133.691406\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"342.395982\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- Jan -->\n      <g transform=\"translate(334.68817 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n      </g>\n      <!-- 2021 -->\n      <g transform=\"translate(329.670982 304.79625)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"411.481696\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- Apr -->\n      <g transform=\"translate(402.831696 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-41\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"68.408203\"/>\n       <use xlink:href=\"#DejaVuSans-72\" x=\"131.884766\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"480.567411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- Jul -->\n      <g transform=\"translate(474.534598 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-75\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"92.871094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"549.653125\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- Oct -->\n      <g transform=\"translate(541.007813 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-4f\"/>\n       <use xlink:href=\"#DejaVuSans-63\" x=\"78.710938\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"133.691406\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_9\">\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"618.738839\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- Jan -->\n      <g transform=\"translate(611.031027 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n      </g>\n      <!-- 2022 -->\n      <g transform=\"translate(606.013839 304.79625)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_10\">\n      <g>\n       <use xlink:href=\"#m07f87a43ba\" x=\"624.053125\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_11\">\n      <defs>\n       <path id=\"m39f01cc407\" d=\"M 0 0 \nL 0 2 \n\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"87.310268\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_12\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"108.567411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_13\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"156.395982\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_14\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"182.967411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_15\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"225.481696\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_16\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"252.053125\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_17\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"294.567411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_18\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"321.138839\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_19\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"368.967411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_20\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"390.224554\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_21\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"432.738839\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_22\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"459.310268\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_23\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"501.824554\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_24\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"528.395982\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_25\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"576.224554\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_26\">\n      <g>\n       <use xlink:href=\"#m39f01cc407\" x=\"597.481696\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_27\">\n      <defs>\n       <path id=\"m7f70fa6427\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m7f70fa6427\" x=\"66.053125\" y=\"259.149368\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 20000 -->\n      <g transform=\"translate(27.240625 262.948587)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_28\">\n      <g>\n       <use xlink:href=\"#m7f70fa6427\" x=\"66.053125\" y=\"216.080787\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 40000 -->\n      <g transform=\"translate(27.240625 219.880006)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_29\">\n      <g>\n       <use xlink:href=\"#m7f70fa6427\" x=\"66.053125\" y=\"173.012206\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 60000 -->\n      <g transform=\"translate(27.240625 176.811425)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_30\">\n      <g>\n       <use xlink:href=\"#m7f70fa6427\" x=\"66.053125\" y=\"129.943625\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 80000 -->\n      <g transform=\"translate(27.240625 133.742844)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-38\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_31\">\n      <g>\n       <use xlink:href=\"#m7f70fa6427\" x=\"66.053125\" y=\"86.875044\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 100000 -->\n      <g transform=\"translate(20.878125 90.674263)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"318.115234\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_32\">\n      <g>\n       <use xlink:href=\"#m7f70fa6427\" x=\"66.053125\" y=\"43.806463\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 120000 -->\n      <g transform=\"translate(20.878125 47.605682)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"318.115234\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_16\">\n     <!-- sales -->\n     <g transform=\"translate(14.798438 155.839062)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"113.378906\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"141.162109\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"202.685547\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_33\">\n    <path d=\"M 66.053125 231.809433 \nL 81.995982 119.174327 \nL 97.938839 94.987012 \nL 113.881696 80.746385 \nL 129.824554 57.157723 \nL 145.767411 76.691478 \nL 161.710268 77.154466 \nL 177.653125 23.445792 \nL 193.595982 47.592192 \nL 209.538839 19.554545 \nL 225.481696 104.124011 \nL 241.424554 102.719975 \nL 257.367411 65.312759 \nL 273.310268 86.730765 \nL 289.253125 51.438216 \nL 305.195982 81.045712 \nL 321.138839 80.85621 \nL 337.081696 105.29117 \nL 353.024554 60.622591 \nL 368.967411 29.966375 \nL 384.910268 133.451561 \nL 400.853125 47.159352 \nL 416.795982 44.603232 \nL 432.738839 71.523249 \nL 448.681696 75.384347 \nL 464.624554 58.488543 \nL 480.567411 39.917371 \nL 496.510268 49.842525 \nL 512.453125 76.969271 \nL 528.395982 53.690703 \nL 544.338839 58.376564 \nL 560.281696 53.559344 \nL 576.224554 58.820171 \nL 592.167411 98.826576 \nL 608.110268 107.000992 \nL 624.053125 170.667122 \n\" clip-path=\"url(#p70c99ca6de)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_34\">\n    <path d=\"M 66.053125 266.645455 \nL 81.995982 166.411946 \nL 97.938839 170.051241 \nL 113.881696 178.389319 \nL 129.824554 160.177769 \nL 145.767411 171.227013 \nL 161.710268 167.807368 \nL 177.653125 168.313424 \nL 193.595982 179.011659 \nL 209.538839 154.955704 \nL 225.481696 167.424058 \nL 241.424554 147.020318 \nL 257.367411 165.274936 \nL 273.310268 162.742503 \nL 289.253125 167.925807 \nL 305.195982 146.199861 \nL 321.138839 182.125518 \nL 337.081696 169.27816 \nL 353.024554 154.990158 \nL 368.967411 168.884083 \nL 384.910268 175.540332 \nL 400.853125 171.229167 \nL 416.795982 163.255019 \nL 432.738839 168.722576 \nL 448.681696 149.141445 \nL 464.624554 175.484343 \nL 480.567411 160.373731 \nL 496.510268 158.969695 \nL 512.453125 163.308855 \nL 528.395982 154.098639 \nL 544.338839 168.944379 \nL 560.281696 159.516666 \nL 576.224554 168.629978 \nL 592.167411 181.193083 \nL 608.110268 189.070327 \nL 624.053125 215.544583 \n\" clip-path=\"url(#p70c99ca6de)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 66.053125 279 \nL 66.053125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 624.053125 279 \nL 624.053125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 66.053125 279 \nL 624.053125 279 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 66.053125 7.2 \nL 624.053125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 509.573438 44.834375 \nL 617.053125 44.834375 \nQ 619.053125 44.834375 619.053125 42.834375 \nL 619.053125 14.2 \nQ 619.053125 12.2 617.053125 12.2 \nL 509.573438 12.2 \nQ 507.573438 12.2 507.573438 14.2 \nL 507.573438 42.834375 \nQ 507.573438 44.834375 509.573438 44.834375 \nz\n\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n    </g>\n    <g id=\"line2d_35\">\n     <path d=\"M 511.573438 20.298438 \nL 521.573437 20.298438 \nL 531.573437 20.298438 \n\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_17\">\n     <!-- sales -->\n     <g transform=\"translate(539.573437 23.798438)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"113.378906\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"141.162109\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"202.685547\"/>\n     </g>\n    </g>\n    <g id=\"line2d_36\">\n     <path d=\"M 511.573438 34.976563 \nL 521.573437 34.976563 \nL 531.573437 34.976563 \n\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_18\">\n     <!-- overseas_sales -->\n     <g transform=\"translate(539.573437 38.476563)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-76\" d=\"M 191 3500 \nL 800 3500 \nL 1894 563 \nL 2988 3500 \nL 3597 3500 \nL 2284 0 \nL 1503 0 \nL 191 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-5f\" d=\"M 3263 -1063 \nL 3263 -1509 \nL -63 -1509 \nL -63 -1063 \nL 3263 -1063 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-6f\"/>\n      <use xlink:href=\"#DejaVuSans-76\" x=\"61.181641\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"120.361328\"/>\n      <use xlink:href=\"#DejaVuSans-72\" x=\"181.884766\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"222.998047\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"275.097656\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"336.621094\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"397.900391\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"450\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"500\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"552.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"613.378906\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"641.162109\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"702.685547\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p70c99ca6de\">\n   <rect x=\"66.053125\" y=\"7.2\" width=\"558\" height=\"271.8\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "ax = plt.subplot(111)\n",
    "\n",
    "random.seed(233)\n",
    "\n",
    "(\n",
    "    data.set_index(\"datetime\")\n",
    "    .assign(\n",
    "        overseas_sales = [random.randrange(1000, 5000) for _ in range(len(dt))],\n",
    "    )\n",
    "    .resample(\"3W\")\n",
    "    .sum()\n",
    "    .plot.line(\n",
    "        figsize=(10, 5),\n",
    "        ylabel=\"sales\",\n",
    "        xlabel=\"\",\n",
    "        ax=ax,\n",
    "    )\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"638.663839pt\" height=\"314.075938pt\" viewBox=\"0 0 638.663839 314.075938\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2022-06-23T10:18:11.731873</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.5.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 314.075938 \nL 638.663839 314.075938 \nL 638.663839 0 \nL 0 0 \nL 0 314.075938 \nz\n\" style=\"fill: none\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 66.053125 279 \nL 624.053125 279 \nL 624.053125 7.2 \nL 66.053125 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path id=\"m779013aad4\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"66.053125\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- Jan -->\n      <g transform=\"translate(58.345313 293.598437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-4a\" d=\"M 628 4666 \nL 1259 4666 \nL 1259 325 \nQ 1259 -519 939 -900 \nQ 619 -1281 -91 -1281 \nL -331 -1281 \nL -331 -750 \nL -134 -750 \nQ 284 -750 456 -515 \nQ 628 -281 628 325 \nL 628 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n      </g>\n      <!-- 2020 -->\n      <g transform=\"translate(53.328125 304.79625)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"135.138839\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- Apr -->\n      <g transform=\"translate(126.488839 293.598437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \nL 1331 1722 \nL 3047 1722 \nL 2188 4044 \nz\nM 1831 4666 \nL 2547 4666 \nL 4325 0 \nL 3669 0 \nL 3244 1197 \nL 1141 1197 \nL 716 0 \nL 50 0 \nL 1831 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-41\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"68.408203\"/>\n       <use xlink:href=\"#DejaVuSans-72\" x=\"131.884766\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"204.224554\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- Jul -->\n      <g transform=\"translate(198.191741 293.598437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-75\" d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-75\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"92.871094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"273.310268\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- Oct -->\n      <g transform=\"translate(264.664955 293.598437)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-4f\" d=\"M 2522 4238 \nQ 1834 4238 1429 3725 \nQ 1025 3213 1025 2328 \nQ 1025 1447 1429 934 \nQ 1834 422 2522 422 \nQ 3209 422 3611 934 \nQ 4013 1447 4013 2328 \nQ 4013 3213 3611 3725 \nQ 3209 4238 2522 4238 \nz\nM 2522 4750 \nQ 3503 4750 4090 4092 \nQ 4678 3434 4678 2328 \nQ 4678 1225 4090 567 \nQ 3503 -91 2522 -91 \nQ 1538 -91 948 565 \nQ 359 1222 359 2328 \nQ 359 3434 948 4092 \nQ 1538 4750 2522 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-4f\"/>\n       <use xlink:href=\"#DejaVuSans-63\" x=\"78.710938\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"133.691406\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"342.395982\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- Jan -->\n      <g transform=\"translate(334.68817 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n      </g>\n      <!-- 2021 -->\n      <g transform=\"translate(329.670982 304.79625)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"411.481696\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- Apr -->\n      <g transform=\"translate(402.831696 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-41\"/>\n       <use xlink:href=\"#DejaVuSans-70\" x=\"68.408203\"/>\n       <use xlink:href=\"#DejaVuSans-72\" x=\"131.884766\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"480.567411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- Jul -->\n      <g transform=\"translate(474.534598 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-75\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6c\" x=\"92.871094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"549.653125\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- Oct -->\n      <g transform=\"translate(541.007813 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-4f\"/>\n       <use xlink:href=\"#DejaVuSans-63\" x=\"78.710938\"/>\n       <use xlink:href=\"#DejaVuSans-74\" x=\"133.691406\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_9\">\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"618.738839\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- Jan -->\n      <g transform=\"translate(611.031027 293.598437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-4a\"/>\n       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n      </g>\n      <!-- 2022 -->\n      <g transform=\"translate(606.013839 304.79625)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_10\">\n      <g>\n       <use xlink:href=\"#m779013aad4\" x=\"624.053125\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_11\">\n      <defs>\n       <path id=\"m236b14e958\" d=\"M 0 0 \nL 0 2 \n\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"87.310268\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_12\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"108.567411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_13\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"156.395982\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_14\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"182.967411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_15\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"225.481696\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_16\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"252.053125\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_17\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"294.567411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_18\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"321.138839\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_19\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"368.967411\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_20\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"390.224554\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_21\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"432.738839\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_22\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"459.310268\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_23\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"501.824554\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_24\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"528.395982\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_25\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"576.224554\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_26\">\n      <g>\n       <use xlink:href=\"#m236b14e958\" x=\"597.481696\" y=\"279\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_27\">\n      <defs>\n       <path id=\"med4e75ac3d\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#med4e75ac3d\" x=\"66.053125\" y=\"259.149368\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 20000 -->\n      <g transform=\"translate(27.240625 262.948587)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_28\">\n      <g>\n       <use xlink:href=\"#med4e75ac3d\" x=\"66.053125\" y=\"216.080787\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 40000 -->\n      <g transform=\"translate(27.240625 219.880006)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_29\">\n      <g>\n       <use xlink:href=\"#med4e75ac3d\" x=\"66.053125\" y=\"173.012206\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 60000 -->\n      <g transform=\"translate(27.240625 176.811425)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_30\">\n      <g>\n       <use xlink:href=\"#med4e75ac3d\" x=\"66.053125\" y=\"129.943625\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 80000 -->\n      <g transform=\"translate(27.240625 133.742844)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-38\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_31\">\n      <g>\n       <use xlink:href=\"#med4e75ac3d\" x=\"66.053125\" y=\"86.875044\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 100000 -->\n      <g transform=\"translate(20.878125 90.674263)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"318.115234\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_32\">\n      <g>\n       <use xlink:href=\"#med4e75ac3d\" x=\"66.053125\" y=\"43.806463\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 120000 -->\n      <g transform=\"translate(20.878125 47.605682)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"254.492188\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"318.115234\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_16\">\n     <!-- sales -->\n     <g transform=\"translate(14.798438 155.839062)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"113.378906\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"141.162109\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"202.685547\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_33\">\n    <path d=\"M 66.053125 231.809433 \nL 81.995982 119.174327 \nL 97.938839 94.987012 \nL 113.881696 80.746385 \nL 129.824554 57.157723 \nL 145.767411 76.691478 \nL 161.710268 77.154466 \nL 177.653125 23.445792 \nL 193.595982 47.592192 \nL 209.538839 19.554545 \nL 225.481696 104.124011 \nL 241.424554 102.719975 \nL 257.367411 65.312759 \nL 273.310268 86.730765 \nL 289.253125 51.438216 \nL 305.195982 81.045712 \nL 321.138839 80.85621 \nL 337.081696 105.29117 \nL 353.024554 60.622591 \nL 368.967411 29.966375 \nL 384.910268 133.451561 \nL 400.853125 47.159352 \nL 416.795982 44.603232 \nL 432.738839 71.523249 \nL 448.681696 75.384347 \nL 464.624554 58.488543 \nL 480.567411 39.917371 \nL 496.510268 49.842525 \nL 512.453125 76.969271 \nL 528.395982 53.690703 \nL 544.338839 58.376564 \nL 560.281696 53.559344 \nL 576.224554 58.820171 \nL 592.167411 98.826576 \nL 608.110268 107.000992 \nL 624.053125 170.667122 \n\" clip-path=\"url(#pdc151828cc)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_34\">\n    <path d=\"M 66.053125 266.645455 \nL 81.995982 166.411946 \nL 97.938839 170.051241 \nL 113.881696 178.389319 \nL 129.824554 160.177769 \nL 145.767411 171.227013 \nL 161.710268 167.807368 \nL 177.653125 168.313424 \nL 193.595982 179.011659 \nL 209.538839 154.955704 \nL 225.481696 167.424058 \nL 241.424554 147.020318 \nL 257.367411 165.274936 \nL 273.310268 162.742503 \nL 289.253125 167.925807 \nL 305.195982 146.199861 \nL 321.138839 182.125518 \nL 337.081696 169.27816 \nL 353.024554 154.990158 \nL 368.967411 168.884083 \nL 384.910268 175.540332 \nL 400.853125 171.229167 \nL 416.795982 163.255019 \nL 432.738839 168.722576 \nL 448.681696 149.141445 \nL 464.624554 175.484343 \nL 480.567411 160.373731 \nL 496.510268 158.969695 \nL 512.453125 163.308855 \nL 528.395982 154.098639 \nL 544.338839 168.944379 \nL 560.281696 159.516666 \nL 576.224554 168.629978 \nL 592.167411 181.193083 \nL 608.110268 189.070327 \nL 624.053125 215.544583 \n\" clip-path=\"url(#pdc151828cc)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 66.053125 279 \nL 66.053125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 624.053125 279 \nL 624.053125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 66.053125 279 \nL 624.053125 279 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 66.053125 7.2 \nL 624.053125 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 509.573438 44.834375 \nL 617.053125 44.834375 \nQ 619.053125 44.834375 619.053125 42.834375 \nL 619.053125 14.2 \nQ 619.053125 12.2 617.053125 12.2 \nL 509.573438 12.2 \nQ 507.573438 12.2 507.573438 14.2 \nL 507.573438 42.834375 \nQ 507.573438 44.834375 509.573438 44.834375 \nz\n\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n    </g>\n    <g id=\"line2d_35\">\n     <path d=\"M 511.573438 20.298438 \nL 521.573437 20.298438 \nL 531.573437 20.298438 \n\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_17\">\n     <!-- sales -->\n     <g transform=\"translate(539.573437 23.798438)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-73\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"113.378906\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"141.162109\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"202.685547\"/>\n     </g>\n    </g>\n    <g id=\"line2d_36\">\n     <path d=\"M 511.573438 34.976563 \nL 521.573437 34.976563 \nL 531.573437 34.976563 \n\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_18\">\n     <!-- overseas_sales -->\n     <g transform=\"translate(539.573437 38.476563)scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-76\" d=\"M 191 3500 \nL 800 3500 \nL 1894 563 \nL 2988 3500 \nL 3597 3500 \nL 2284 0 \nL 1503 0 \nL 191 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-5f\" d=\"M 3263 -1063 \nL 3263 -1509 \nL -63 -1509 \nL -63 -1063 \nL 3263 -1063 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-6f\"/>\n      <use xlink:href=\"#DejaVuSans-76\" x=\"61.181641\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"120.361328\"/>\n      <use xlink:href=\"#DejaVuSans-72\" x=\"181.884766\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"222.998047\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"275.097656\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"336.621094\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"397.900391\"/>\n      <use xlink:href=\"#DejaVuSans-5f\" x=\"450\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"500\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"552.099609\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"613.378906\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"641.162109\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"702.685547\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pdc151828cc\">\n   <rect x=\"66.053125\" y=\"7.2\" width=\"558\" height=\"271.8\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "ax = plt.subplot(111)\n",
    "\n",
    "random.seed(233)\n",
    "\n",
    "(\n",
    "    data.assign(\n",
    "        overseas_sales = [\n",
    "            random.randrange(1000, 5000) for _ in range(len(dt))\n",
    "        ],\n",
    "    )\n",
    "    .groupby(pd.Grouper(key=\"datetime\", freq=\"3W\"))\n",
    "    .sum()\n",
    "    .plot.line(\n",
    "        figsize=(10, 5),\n",
    "        ylabel=\"sales\",\n",
    "        xlabel=\"\",\n",
    "        ax=ax,\n",
    "    )\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.4 ('sspai-100-hours-series-python')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  },
  "vscode": {
   "interpreter": {
    "hash": "7a101baf08afe636412f97dd4a9fc2e65b6f84f0ec50413bf3e19b04a26b8ba6"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}